HF Space: see-through layer decomposition demo

.gitattributes

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+*.icns filter=lfs diff=lfs merge=lfs -text
+*.pdf filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.ttf filter=lfs diff=lfs merge=lfs -text

.gitignore

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+__pycache__/
+*.py[cod]
+*.egg-info/
+build/
+dist/
+*.log
+wandb/
+workspace/
+tmp/
+.vscode/
+.idea/
+flagged/

README.md

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+---
+title: "See-through: Layer Decomposition"
+emoji: "\U0001F50D"
+colorFrom: blue
+colorTo: purple
+sdk: gradio
+app_file: app.py
+pinned: false
+license: mit
+---
+
+# See-through: Single-image Layer Decomposition for Anime Characters
+
+[GitHub](https://github.com/shitagaki-lab/see-through) |
+[Paper (arXiv:2602.03749)](https://arxiv.org/abs/2602.03749)
+
+Upload an anime character illustration to decompose it into fully-inpainted
+semantic layers with depth ordering, exported as a layered PSD file.
+
+## How it works
+
+This demo runs the full See-through pipeline:
+1. **LayerDiff 3D** — diffusion-based transparent layer generation (SDXL)
+2. **Marigold Depth** — pseudo-depth estimation fine-tuned for anime
+3. **Post-processing** — layer stratification and PSD export
+
+## Usage
+
+1. Upload a character illustration (square images work best; non-square images are center-cropped)
+2. Optionally adjust the seed
+3. Click Submit and wait (~1-2 minutes)
+4. Download the layered PSD file
+
+**Disclaimer:** This demo uses a newer model checkpoint and may not fully
+reproduce identical results reported in the paper.

app.py

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+import spaces
+import gradio as gr
+import os
+import sys
+import tempfile
+import shutil
+
+_root = os.path.dirname(os.path.abspath(__file__))
+sys.path.insert(0, _root)
+sys.path.insert(0, os.path.join(_root, "common"))
+
+from utils.inference_utils import apply_layerdiff, apply_marigold, further_extr
+from utils.torch_utils import seed_everything
+from PIL import Image
+
+REPO_LAYERDIFF = "layerdifforg/seethroughv0.0.2_layerdiff3d"
+REPO_DEPTH = "24yearsold/seethroughv0.0.1_marigold"
+RESOLUTION = 1280
+
+
+def center_crop_square(image: Image.Image) -> Image.Image:
+    w, h = image.size
+    if w == h:
+        return image
+    s = min(w, h)
+    left = (w - s) // 2
+    top = (h - s) // 2
+    return image.crop((left, top, left + s, top + s))
+
+
+@spaces.GPU(duration=120)
+def inference(image: Image.Image, seed: int = 42):
+    if image is None:
+        raise gr.Error("Please upload an image.")
+
+    seed_everything(seed)
+    image = center_crop_square(image)
+
+    tmpdir = tempfile.mkdtemp(prefix="seethrough_")
+    try:
+        input_path = os.path.join(tmpdir, "input.png")
+        image.save(input_path)
+
+        apply_layerdiff(
+            input_path, REPO_LAYERDIFF,
+            save_dir=tmpdir, seed=seed, resolution=RESOLUTION,
+        )
+        apply_marigold(
+            input_path, REPO_DEPTH,
+            save_dir=tmpdir, seed=seed,
+        )
+
+        saved = os.path.join(tmpdir, "input")
+        further_extr(saved, rotate=False, save_to_psd=True, tblr_split=False)
+
+        psd_path = saved + ".psd"
+        if os.path.exists(psd_path):
+            output_path = os.path.join(
+                tempfile.gettempdir(), "seethrough_output.psd"
+            )
+            shutil.copy2(psd_path, output_path)
+            return output_path
+
+        raise gr.Error("PSD generation failed — no output file produced.")
+    finally:
+        shutil.rmtree(tmpdir, ignore_errors=True)
+
+
+demo = gr.Interface(
+    fn=inference,
+    inputs=[
+        gr.Image(type="pil", label="Upload image (square recommended)"),
+        gr.Slider(minimum=0, maximum=9999, value=42, step=1, label="Seed"),
+    ],
+    outputs=gr.File(label="Download layered PSD"),
+    examples=[["common/assets/test_image.png", 42]],
+    title="See-through: Single-image Layer Decomposition for Anime Characters",
+    description=(
+        "[GitHub](https://github.com/shitagaki-lab/see-through) | "
+        "[Paper (arXiv:2602.03749)](https://arxiv.org/abs/2602.03749)\n\n"
+        "Upload an anime character illustration to decompose it into "
+        "fully-inpainted semantic layers with depth ordering, "
+        "exported as a layered PSD file.\n\n"
+        "**Disclaimer:** This demo uses a newer model checkpoint and "
+        "may not fully reproduce identical results reported in the paper."
+    ),
+)
+
+if __name__ == "__main__":
+    demo.launch()

common/assets/arial.ttf

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+version https://git-lfs.github.com/spec/v1
+oid sha256:413c78f91bd39e134f3c0bb204b1d5a90f29df9efddc8fd26950a178058d5d74
+size 367112

common/assets/bodytags_v3.json

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+{
+    "front hair": [
+    ],
+    "back hair": [],
+    "headwear": [
+        "head_wings",
+        "bat_hair_ornament",
+        "tassel_hair_ornament",
+        "winged_hat",
+        "large_hat",
+        "cabbie_hat",
+        "helmet",
+        "bandana",
+        "bindi",
+        "hat",
+        "mini_hat",
+        "baseball_cap",
+        "budenovka",
+        "deerstalker",
+        "field_cap",
+        "flat_cap",
+        "kepi",
+        "m43_field_cap",
+        "mao_cap",
+        "mini_shako_cap",
+        "newsboy_cap",
+        "peaked_cap",
+        "rogatywka",
+        "shako_cap",
+        "bonnet",
+        "aqua_bonnet",
+        "black_bonnet",
+        "blue_bonnet",
+        "brown_bonnet",
+        "green_bonnet",
+        "grey_bonnet",
+        "orange_bonnet",
+        "pink_bonnet",
+        "purple_bonnet",
+        "red_bonnet",
+        "white_bonnet",
+        "yellow_bonnet",
+        "crown",
+        "arched_crown",
+        "chaoguan",
+        "circlet",
+        "crown_of_thorns",
+        "diadem",
+        "fengguan",
+        "forehead_protector",
+        "head_chain",
+        "headpiece",
+        "laurel_crown",
+        "makuta",
+        "mian_guan",
+        "pointed_crown",
+        "tiara",
+        "black_crown",
+        "blue_crown",
+        "broken_crown",
+        "crown_bow",
+        "crown_ribbon",
+        "flaming_crown",
+        "floating_crown",
+        "frilled_crown",
+        "glowing_crown",
+        "gold_crown",
+        "green_crown",
+        "heart_crown",
+        "jeweled_crown",
+        "mini_crown",
+        "paper_crown",
+        "purple_crown",
+        "red_crown",
+        "splash_crown",
+        "tall_crown",
+        "white_crown",
+        "drawn_crown",
+        "unworn_crown",
+        "fascinator",
+        "hairband",
+        "chain_hairband",
+        "frilled_hairband",
+        "bow_hairband",
+        "checkered_hairband",
+        "lace_hairband",
+        "lace-trimmed_hairband",
+        "lolita_hairband",
+        "plaid_hairband",
+        "print_hairband",
+        "spiked_hairband",
+        "striped_hairband",
+        "winged_hairband",
+        "aqua_hairband",
+        "black_hairband",
+        "blue_hairband",
+        "brown_hairband",
+        "green_hairband",
+        "grey_hairband",
+        "multicolored_hairband",
+        "orange_hairband",
+        "pink_hairband",
+        "purple_hairband",
+        "red_hairband",
+        "two-tone_hairband",
+        "white_hairband",
+        "yellow_hairband",
+        "hair_ornament",
+        "hair_beads",
+        "hair_bobbles",
+        "hair_bow",
+        "hairclip",
+        "hair_flower",
+        "hairpin",
+        "hair_ribbon",
+        "hair_scrunchie",
+        "hair_stick",
+        "hair_tubes",
+        "kanzashi",
+        "headband",
+        "chain_headband",
+        "hachimaki",
+        "sweatband",
+        "headphones",
+        "behind-the-head_headphones",
+        "headphones_for_animal_ears",
+        "earmuffs",
+        "bunny_headphones",
+        "cat_ear_headphones",
+        "animal_ear_headphones",
+        "headscarf",
+        "hijab",
+        "head_wreath",
+        "vinok",
+        "horn_ornament",
+        "lappet",
+        "triangular_headpiece",
+        "veil",
+        "wig",
+        "beret",
+        "american_football_helmet",
+        "aqua_helmet",
+        "baseball_helmet",
+        "bicycle_helmet",
+        "black_helmet",
+        "blue_helmet",
+        "brown_helmet",
+        "combat_helmet",
+        "diving_helmet",
+        "green_helmet",
+        "grey_helmet",
+        "hard_hat",
+        "helm",
+        "helmet_over_eyes",
+        "horned_helmet",
+        "kabuto_(helmet)",
+        "motorcycle_helmet",
+        "orange_helmet",
+        "pilot_helmet",
+        "pink_helmet",
+        "pith_helmet",
+        "print_helmet",
+        "purple_helmet",
+        "red_helmet",
+        "space_helmet",
+        "tank_helmet",
+        "unworn_helmet",
+        "white_helmet",
+        "winged_helmet",
+        "yellow_helmet",
+        "cat_hat",
+        "ajirogasa",
+        "amigasa",
+        "ayaigasa",
+        "bicorne",
+        "boater_hat",
+        "boonie_hat",
+        "bowler_hat",
+        "bucket_hat",
+        "bycocket",
+        "campaign_hat",
+        "capotain",
+        "cavalier_hat",
+        "cloche_hat",
+        "cowboy_hat",
+        "fedora",
+        "female_service_cap",
+        "gat",
+        "ichimegasa",
+        "jingasa",
+        "joujeolpung",
+        "mini_top_hat",
+        "mini_witch_hat",
+        "mob_cap",
+        "paeraengi",
+        "paper_hat",
+        "paper_kabuto",
+        "picture_hat",
+        "pirate_hat",
+        "porkpie_hat",
+        "rice_hat",
+        "roningasa",
+        "salakot",
+        "sandogasa",
+        "school_hat",
+        "shampoo_hat",
+        "sombrero",
+        "straw_hat",
+        "sun_hat",
+        "top_hat",
+        "torioigasa",
+        "tricorne",
+        "trilby",
+        "tyrolean_hat",
+        "witch_hat",
+        "wizard_hat",
+        "aviator_cap",
+        "cappello_alpino",
+        "chullo",
+        "earflap_beanie",
+        "jobawi",
+        "nambawi",
+        "pungcha",
+        "ushanka",
+        "ayam",
+        "bbashlik",
+        "beanie",
+        "bearskin_cap",
+        "bokgeon",
+        "capirote",
+        "chef_hat",
+        "coif",
+        "dianzi_(can_also_have_a_visor)",
+        "dixie_cup_hat",
+        "donald_duck_sailor_hat",
+        "doppa",
+        "dunce_cap",
+        "fez_hat",
+        "flat_top_chef_hat",
+        "flight_attendant_hat",
+        "fur_hat",
+        "garrison_cap",
+        "hennin",
+        "hogeon",
+        "jester_cap",
+        "keffiyeh",
+        "kippah",
+        "mini_chef_hat",
+        "mini_santa_hat",
+        "mitre",
+        "mortarboard",
+        "nightcap",
+        "nurse_cap",
+        "papakha_(can_sometimes_have_ear_flaps)",
+        "party_hat",
+        "phrygian_cap",
+        "pillbox_hat",
+        "pork_pie_sailor_hat",
+        "qingdai_guanmao",
+        "sailor_hat",
+        "sajkaca",
+        "santa_hat",
+        "songkok",
+        "tam_o'_shanter",
+        "tate_eboshi",
+        "tokin_hat",
+        "toque_blanche",
+        "tsunokakushi",
+        "turban",
+        "zucchetto",
+        "animal_hat",
+        "bear_hat",
+        "bird_hat",
+        "deviruchi_hat",
+        "dog_hat",
+        "fox_hat",
+        "hat_with_ears",
+        "lion_hat",
+        "mouse_hat",
+        "owl_hat",
+        "pelt",
+        "penguin_hat",
+        "rabbit_hat",
+        "tiger_hat",
+        "wolf_hat",
+        "burger_hat",
+        "eggshell_hat",
+        "food-themed_hat",
+        "fruit_hat",
+        "mushroom_hat",
+        "pumpkin_hat",
+        "character_hat",
+        "korean_traditional_hat",
+        "military_hat",
+        "pointy_hat",
+        "aqua_hat",
+        "backwards_hat",
+        "black_hat",
+        "blue_hat",
+        "bowl_hat",
+        "brown_hat",
+        "frilled_hat",
+        "gakuseibou",
+        "gat_(hat)",
+        "green_hat",
+        "grey_hat",
+        "hat_bow",
+        "hat_flower",
+        "hat_ribbon",
+        "multicolored_hat",
+        "orange_hat",
+        "pink_hat",
+        "plaid_hat",
+        "police_hat",
+        "purple_hat",
+        "red_hat",
+        "squid_hat",
+        "torn_hat",
+        "two-tone_hat",
+        "unworn_hat",
+        "white_hat",
+        "yellow_hat",
+        "maid_headdress",
+        "headdress",
+        "fur-trimmed_headwear",
+        "camouflage_headwear",
+        "aqua_headwear",
+        "pink_headwear",
+        "hair_through_headwear",
+        "purple_headwear",
+        "brown_headwear",
+        "unworn_headwear",
+        "tilted_headwear",
+        "black_headwear",
+        "yellow_headwear",
+        "ears_through_headwear",
+        "animal_ear_headwear",
+        "white_headwear",
+        "green_headwear",
+        "horns_through_headwear",
+        "red_headwear",
+        "ribbon-trimmed_headwear",
+        "grey_headwear",
+        "blue_headwear",
+        "orange_headwear",
+        "horn_bow",
+        "horn_ribbon",
+        "horn_grab",
+        "licking_horn",
+        "hornjob",
+        "horned_headwear",
+        "horned_hood",
+        "horned_mask",
+        "black_horns",
+        "blue_horns",
+        "brown_horns",
+        "purple_horns",
+        "red_horns",
+        "white_horns",
+        "single_horn",
+        "multiple_horns",
+        "asymmetrical_horns",
+        "mismatched_horns",
+        "uneven_horns",
+        "broken_horns",
+        "broken_horn",
+        "cone_horns",
+        "cow_horns",
+        "curled_horns",
+        "demon_horns",
+        "dragon_horns",
+        "fake_horns",
+        "fiery_horns",
+        "glowing_horns",
+        "giraffe_horns",
+        "goat_horns",
+        "gradient_horns",
+        "hair_horns",
+        "huge_horns",
+        "low_horns",
+        "antlers",
+        "aqua_horns",
+        "backward-facing_horns",
+        "forward-facing_horns",
+        "green_horns",
+        "grey_horns",
+        "long_horns",
+        "mechanical_horns",
+        "multicolored_horns",
+        "orange_horns",
+        "pink_horns",
+        "sheep_horns",
+        "skin-covered_horns",
+        "striped_horns",
+        "translucent_horns",
+        "yellow_horns",
+        "animal_ear_headphones",
+        "bear_ear_headphones",
+        "cat_ear_headphones",
+        "rabbit_ear_headphones"
+    ],
+    "face": [],
+    "irides": [
+    ],
+    "eyebrow": [],
+    "eyebg": [],
+    "eyelash": [],
+    "eyewear": [
+
+    ],
+    "ears": [
+        "animal_ear_fluff",
+        "animal_ears",
+        "axolotl_ears",
+        "bat_ears",
+        "bear_ears",
+        "rabbit_ears",
+        "cat_ears",
+        "cow_ears",
+        "deer_ears",
+        "dog_ears",
+        "ferret_ears",
+        "fox_ears",
+        "goat_ears",
+        "horse_ears",
+        "kemonomimi_mode",
+        "lion_ears",
+        "monkey_ears",
+        "mouse_ears",
+        "panda_ears",
+        "pikachu_ears",
+        "pig_ears",
+        "raccoon_ears",
+        "sheep_ears",
+        "squirrel_ears",
+        "tiger_ears",
+        "wolf_ears",
+        "floppy_ears",
+        "hair_ears",
+        "pointy_ears",
+        "long_pointy_ears",
+        "robot_ears",
+        "extra_ears",
+        "ears"
+    ],
+    "earwear": [
+        "headset",
+        "earphones",
+        "earbuds",
+        "earpiece",
+        "fake_animal_ears",
+        "ear_ornament",
+        "earrings",
+        "floating_earrings",
+        "hoop_earrings",
+        "stud_earrings",
+        "bell_earrings",
+        "cherry_earrings",
+        "crescent_earrings",
+        "cross_earrings",
+        "crystal_earrings",
+        "flower_earrings",
+        "food-themed_earrings",
+        "heart_earrings",
+        "jack-o'-lantern_earrings",
+        "magatama_earrings",
+        "orange-shaped_earrings",
+        "pearl_earrings",
+        "pill_earrings",
+        "pineapple_earrings",
+        "planet_earrings",
+        "pom_pom_earrings",
+        "potara_earrings",
+        "shell_earrings",
+        "skull_earrings",
+        "snowflake_earrings",
+        "spade_earrings",
+        "sphere_earrings",
+        "star_earrings",
+        "strawberry_earrings",
+        "tassel_earrings",
+        "teardrop_earrings",
+        "tooth_earrings",
+        "yin_yang_earrings",
+        "multiple_earrings",
+        "single_earring",
+        "animal_ear_piercing",
+        "microphone",
+        "gold_earrings",
+        "dangle_earrings",
+        "bow_earrings",
+        "triangle_earrings",
+        "anchor_earrings",
+        "drop_earrings"
+    ],
+    "nose": [],
+    "mouth": [],
+    "neck": [],
+    "neckwear": [
+        "purple_scarf",
+        "checkered_scarf",
+        "necklace",
+        "chain_necklace",
+        "flower_necklace",
+        "lei",
+        "friendship_charm",
+        "pearl_necklace",
+        "pendant",
+        "amulet",
+        "locket",
+        "magatama",
+        "pentacle",
+        "cross_tie",
+        "detached_collar",
+        "guimpe",
+        "pet_cone",
+        "feather_boa",
+        "neck_bell",
+        "neck_ruff",
+        "neck_tassel",
+        "stole",
+        "neck_ring",
+        "collar",
+        "fur_collar",
+        "high_collar",
+        "open_collar",
+        "popped_collar",
+        "puritan_collar",
+        "sailor_collar",
+        "metal_collar",
+        "usekh_collar",
+        "wing_collar",
+        "ascot",
+        "checkered_ascot",
+        "gingham_ascot",
+        "lace-trimmed_ascot",
+        "plaid_ascot",
+        "striped_ascot",
+        "torn_ascot",
+        "gradient_ascot",
+        "multicolored_ascot",
+        "two-tone_ascot",
+        "aqua_ascot",
+        "black_ascot",
+        "blue_ascot",
+        "brown_ascot",
+        "green_ascot",
+        "grey_ascot",
+        "orange_ascot",
+        "pink_ascot",
+        "red_ascot",
+        "white_ascot",
+        "yellow_ascot",
+        "bowtie",
+        "traditional_bowtie",
+        "huge_bowtie",
+        "argyle_bowtie",
+        "checkered_bowtie",
+        "plaid_bowtie",
+        "polka_dot_bowtie",
+        "striped_bowtie",
+        "gradient_bowtie",
+        "multicolored_bowtie",
+        "two-tone_bowtie",
+        "aqua_bowtie",
+        "black_bowtie",
+        "blue_bowtie",
+        "brown_bowtie",
+        "green_bowtie",
+        "grey_bowtie",
+        "orange_bowtie",
+        "pink_bowtie",
+        "red_bowtie",
+        "white_bowtie",
+        "yellow_bowtie",
+        "purple_bowtie",
+        "loose_bowtie",
+        "diagonal-striped_bowtie",
+        "choker",
+        "anchor_choker",
+        "bead_choker",
+        "bell_choker",
+        "bow_choker",
+        "crescent_choker",
+        "cross_choker",
+        "flower_choker",
+        "frilled_choker",
+        "fur_choker",
+        "fur-trimmed_choker",
+        "gold_choker",
+        "heart_choker",
+        "key_choker",
+        "lace_choker",
+        "lace-trimmed_choker",
+        "o-ring_choker",
+        "heart_ring_choker",
+        "pendant_choker",
+        "rabbit_choker",
+        "ribbon_choker",
+        "silver_choker",
+        "skull_choker",
+        "spiked_choker",
+        "star_choker",
+        "striped_choker",
+        "studded_choker",
+        "argyle_choker",
+        "plaid_choker",
+        "print_choker",
+        "aqua_choker",
+        "black_choker",
+        "blue_choker",
+        "brown_choker",
+        "green_choker",
+        "grey_choker",
+        "orange_choker",
+        "pink_choker",
+        "red_choker",
+        "white_choker",
+        "yellow_choker",
+        "neckerchief",
+        "checkered_neckerchief",
+        "striped_neckerchief",
+        "diagonal-striped_neckerchief",
+        "two-tone_neckerchief",
+        "gradient_neckerchief",
+        "multicolored",
+        "aqua_neckerchief",
+        "black_neckerchief",
+        "blue_neckerchief",
+        "brown_neckerchief",
+        "green_neckerchief",
+        "grey_neckerchief",
+        "orange_neckerchief",
+        "pink_neckerchief",
+        "red_neckerchief",
+        "white_neckerchief",
+        "yellow_neckerchief",
+        "necktie",
+        "aqua_necktie",
+        "black_necktie",
+        "blue_necktie",
+        "brown_necktie",
+        "green_necktie",
+        "grey_necktie",
+        "orange_necktie",
+        "pink_necktie",
+        "red_necktie",
+        "white_necktie",
+        "yellow_necktie",
+        "checkered_necktie",
+        "plaid_necktie",
+        "striped_necktie",
+        "scarves",
+        "fringe_trim",
+        "fur_scarf",
+        "fur-trimmed_scarf",
+        "floating_scarf",
+        "sentient_scarf",
+        "see-through_scarf",
+        "argyle_scarf",
+        "camouflage_scarf",
+        "polka_dot_scarf",
+        "striped_scarf",
+        "vertical-striped_scarf",
+        "torn_scarf",
+        "gradient_scarf",
+        "multicolored_scarf",
+        "two-tone_scarf",
+        "aqua_scarf",
+        "black_scarf",
+        "blue_scarf",
+        "brown_scarf",
+        "green_scarf",
+        "grey_scarf",
+        "orange_scarf",
+        "pink_scarf",
+        "red_scarf",
+        "white_scarf",
+        "yellow_scarf",
+        "black_sailor_collar",
+        "frilled_shirt_collar",
+        "red_collar",
+        "animal_collar",
+        "spiked_collar",
+        "green_sailor_collar",
+        "ribbon-trimmed_collar",
+        "grey_sailor_collar",
+        "red_sailor_collar",
+        "blue_sailor_collar",
+        "white_sailor_collar",
+        "white_collar",
+        "belt_collar",
+        "black_collar",
+        "frilled_collar",
+        "shell_necklace",
+        "cross_necklace",
+        "tooth_necklace",
+        "heart_necklace",
+        "gold_necklace",
+        "key_necklace",
+        "bead_necklace",
+        "star_necklace",
+        "carrot_necklace"
+    ],
+    "topwear": [
+        "turtleneck",
+        "dress",
+        "aqua_dress",
+        "black_dress",
+        "blue_dress",
+        "brown_dress",
+        "green_dress",
+        "grey_dress",
+        "orange_dress",
+        "pink_dress",
+        "purple_dress",
+        "red_dress",
+        "white_dress",
+        "yellow_dress",
+        "multicolored_dress",
+        "two-tone_dress",
+        "two-sided_dress",
+        "argyle_dress",
+        "checkered_dress",
+        "flag_dress",
+        "plaid_dress",
+        "polka_dot_dress",
+        "print_dress",
+        "striped_dress",
+        "vertical-striped_dress",
+        "pinstripe_dress",
+        "long_dress",
+        "medium_dress",
+        "short_dress",
+        "microdress",
+        "cake_dress",
+        "china_dress",
+        "coat_dress",
+        "cocktail_dress",
+        "denim_dress",
+        "dirndl",
+        "evening_gown",
+        "flowing_dress",
+        "funeral_dress",
+        "gown",
+        "mermaid_dress",
+        "negligee",
+        "nightgown",
+        "pencil_dress",
+        "pinafore_dress",
+        "sailor_dress",
+        "santa_dress",
+        "sundress",
+        "sweater_dress",
+        "tennis_dress",
+        "tent_dress",
+        "trapeze_dress",
+        "tube_dress",
+        "ao_dai",
+        "wedding_dress",
+        "shirt",
+        "dress_shirt",
+        "off-shoulder_shirt",
+        "striped_shirt",
+        "t-shirt",
+        "blinds_shirt",
+        "cropped_shirt",
+        "collared_shirt",
+        "denim_shirt",
+        "impossible_shirt",
+        "lace-trimmed_shirt",
+        "loose_shirt",
+        "naked_shirt",
+        "no_shirt",
+        "oversized_shirt",
+        "pleated_shirt",
+        "ribbed_shirt",
+        "sailor_shirt",
+        "see-through_shirt",
+        "shirt_overhang",
+        "sleeveless_shirt",
+        "taut_shirt",
+        "tented_shirt",
+        "tied_shirt",
+        "tight_shirt",
+        "torn_shirt",
+        "unbuttoned_shirt",
+        "untucked_shirt",
+        "wet_shirt",
+        "aqua_shirt",
+        "black_shirt",
+        "blue_shirt",
+        "brown_shirt",
+        "green_shirt",
+        "grey_shirt",
+        "orange_shirt",
+        "pink_shirt",
+        "purple_shirt",
+        "red_shirt",
+        "white_shirt",
+        "yellow_shirt",
+        "checkered_shirt",
+        "camouflage_shirt",
+        "hawaiian_shirt",
+        "plaid_shirt",
+        "polka_dot_shirt",
+        "print_shirt",
+        "vertical-striped_shirt",
+        "arts_shirt",
+        "controller_shirt",
+        "buster_shirt",
+        "dad_shirt",
+        "dick_shirt",
+        "extra_attack_shirt",
+        "quick_shirt",
+        "zelda_shirt",
+        "frilled_shirt",
+        "compression_shirt",
+        "blouse",
+        "bustier",
+        "crop_top",
+        "camisole",
+        "cardigan",
+        "cardigan_vest",
+        "coat",
+        "open_coat",
+        "duffel_coat",
+        "fur_coat",
+        "fur-trimmed_coat",
+        "long_coat",
+        "overcoat",
+        "peacoat",
+        "raincoat",
+        "yellow_raincoat",
+        "see-through_raincoat",
+        "trench_coat",
+        "winter_coat",
+        "parka",
+        "corset",
+        "deel",
+        "halterneck",
+        "criss-cross_halter",
+        "hoodie",
+        "jacket",
+        "blazer",
+        "cropped_jacket",
+        "letterman_jacket",
+        "safari_jacket",
+        "suit_jacket",
+        "sukajan",
+        "muneate",
+        "poncho",
+        "robe",
+        "thobe",
+        "sash",
+        "shoulder_sash",
+        "scapular",
+        "shrug",
+        "surcoat",
+        "sweater",
+        "turtleneck_sweater",
+        "sleeveless_turtleneck",
+        "ribbed_sweater",
+        "aran_sweater",
+        "tabard",
+        "tailcoat",
+        "tank_top",
+        "stringer",
+        "tube_top",
+        "bandeau",
+        "underbust",
+        "vest",
+        "sweater_vest",
+        "waistcoat",
+        "red_coat",
+        "brown_coat",
+        "white_coat",
+        "purple_coat",
+        "yellow_coat",
+        "unworn_coat",
+        "lab_coat",
+        "sleeveless_coat",
+        "multicolored_coat",
+        "black_coat",
+        "collared_coat",
+        "green_coat",
+        "two-sided_coat",
+        "blue_coat",
+        "hooded_coat",
+        "grey_coat",
+        "coattails",
+        "strapless_bra",
+        "black_bra",
+        "grey_bra",
+        "white_bra",
+        "lace_bra",
+        "black_sports_bra",
+        "sports_bra",
+        "lace-trimmed_bra",
+        "blue_bra",
+        "brown_bra",
+        "purple_bra",
+        "no_bra",
+        "kariyushi_shirt",
+        "polo_shirt",
+        "multicolored_shirt",
+        "layered_shirt",
+        "gym_shirt",
+        "fur-trimmed_shirt",
+        "sideless_shirt",
+        "side-tie_shirt",
+        "open_shirt",
+        "strapless_shirt",
+        "aqua_jacket",
+        "black_jacket",
+        "blue_jacket",
+        "bomber_jacket",
+        "brown_jacket",
+        "camouflage_jacket",
+        "checkered_jacket",
+        "collared_jacket",
+        "denim_jacket",
+        "down_jacket",
+        "firefighter_jacket",
+        "flak_jacket",
+        "frilled_jacket",
+        "fur-trimmed_jacket",
+        "fur_jacket",
+        "gradient_jacket",
+        "green_jacket",
+        "grey_jacket",
+        "hooded_jacket",
+        "impossible_jacket",
+        "jacket_around_waist",
+        "jacket_lift",
+        "jacket_on_shoulders",
+        "jacket_over_swimsuit",
+        "jacket_partially_removed",
+        "jacket_pull",
+        "leather_jacket",
+        "military_jacket",
+        "multicolored_jacket",
+        "naked_jacket",
+        "open_jacket",
+        "orange_jacket",
+        "padded_jacket",
+        "pink_jacket",
+        "plaid_jacket",
+        "polka_dot_jacket",
+        "print_jacket",
+        "purple_jacket",
+        "red_jacket",
+        "see-through_jacket",
+        "short-sleeved_jacket",
+        "striped_jacket",
+        "studded_jacket",
+        "sweater_jacket",
+        "tied_jacket",
+        "torn_jacket",
+        "track_jacket",
+        "turtleneck_jacket",
+        "two-sided_jacket",
+        "unworn_jacket",
+        "white_jacket",
+        "yellow_jacket",
+        "aqua_coat",
+        "argyle_coat",
+        "asymmetrical_coat",
+        "camouflage_coat",
+        "coat_on_shoulders",
+        "duster_coat",
+        "feather-trimmed_coat",
+        "frilled_coat",
+        "military_coat",
+        "naked_coat",
+        "off-shoulder_coat",
+        "orange_coat",
+        "padded_coat",
+        "pink_coat",
+        "plaid_coat",
+        "print_coat",
+        "puffy_coat",
+        "see-through_coat",
+        "striped_coat",
+        "tokkoufuku",
+        "and_yellow_coat",
+        "collared_vest",
+        "cropped_vest",
+        "down_vest",
+        "utility_vest",
+        "multicolored_sweater",
+        "two-tone_sweater",
+        "christmas_sweater",
+        "print_sweater",
+        "ugly_sweater",
+        "argyle_sweater",
+        "aqua_sweater",
+        "black_sweater",
+        "blue_sweater",
+        "brown_sweater",
+        "green_sweater",
+        "grey_sweater",
+        "orange_sweater",
+        "plaid_sweater",
+        "polka_dot_sweater",
+        "purple_sweater",
+        "red_sweater",
+        "striped_sweater",
+        "yellow_sweater",
+        "white_sweater",
+        "cropped_sweater",
+        "cross-laced_sweater",
+        "fur_sweater",
+        "fur-trimmed_sweater",
+        "hockey_sweater",
+        "hooded_sweater",
+        "knit_sweater",
+        "lace-trimmed_sweater",
+        "nursing_sweater",
+        "open-chest_sweater",
+        "short-sleeved_sweater",
+        "sleeveless_sweater",
+        "taut_sweater",
+        "virgin_killer_sweater",
+        "off-shoulder_sweater",
+        "scoop_neck",
+        "v-neck",
+        "cable_knit",
+        "impossible_sweater",
+        "naked_sweater",
+        "nearly_naked_sweater",
+        "ribbon-trimmed_sweater",
+        "shared_sweater",
+        "shirt_under_sweater",
+        "sweater_around_neck",
+        "sweater_around_waist",
+        "sweater_on_head",
+        "unworn_sweater",
+        "sweater_tucked_in",
+        "sweater_under_dress",
+        "sweater_under_jacket",
+        "tied_sweater",
+        "torn_sweater",
+        "wet_sweater",
+        "aqua_vest",
+        "black_vest",
+        "blue_vest",
+        "brown_vest",
+        "checkered_vest",
+        "frilled_vest",
+        "fur-trimmed_vest",
+        "green_vest",
+        "grey_vest",
+        "hooded_vest",
+        "leather_vest",
+        "naked_vest",
+        "open_vest",
+        "orange_vest",
+        "pink_vest",
+        "pinstripe_vest",
+        "plaid_vest",
+        "purple_vest",
+        "red_vest",
+        "striped_vest",
+        "taut_vest",
+        "unworn_vest",
+        "white_vest",
+        "yellow_vest",
+        "pink_bra",
+        "bikini",
+        "plaid_bikini",
+        "thong_bikini",
+        "red_bikini",
+        "purple_bikini",
+        "lowleg_bikini",
+        "two-tone_bikini",
+        "bikini_bottom_only",
+        "frilled_bikini",
+        "strapless_bikini",
+        "side-tie_bikini_bottom",
+        "mismatched_bikini",
+        "polka_dot_bikini",
+        "string_bikini",
+        "blue_bikini",
+        "bikini_tan",
+        "pink_bikini",
+        "aqua_bikini",
+        "sailor_bikini",
+        "bikini_pull",
+        "brown_bikini",
+        "bikini_top_only",
+        "striped_bikini",
+        "bow_bikini",
+        "multicolored_bikini",
+        "maid_bikini",
+        "orange_bikini",
+        "print_bikini",
+        "white_bikini",
+        "shell_bikini",
+        "sling_bikini_top",
+        "multi-strapped_bikini_bottom",
+        "o-ring_bikini",
+        "front-tie_bikini_top",
+        "highleg_bikini",
+        "green_bikini",
+        "black_bikini",
+        "bikini_under_clothes",
+        "pinstripe_shirt",
+        "long_shirt",
+        "two-tone_shirt",
+        "white_apron",
+        "green_apron",
+        "waist_apron",
+        "black_apron",
+        "grey_apron",
+        "blue_apron",
+        "maid_apron",
+        "frilled_apron",
+        "aqua_armor",
+        "armored_dress",
+        "armored_twintails",
+        "asymmetrical_armor",
+        "berserker_armor",
+        "bikini_armor",
+        "black_armor",
+        "blue_armor",
+        "breastplate",
+        "broken_armor",
+        "chainmail",
+        "chinese_armor",
+        "faulds",
+        "full_armor",
+        "fur-trimmed_armor",
+        "glowing_armor",
+        "gold_armor",
+        "greaves",
+        "green_armor",
+        "japanese_armor",
+        "leather_armor",
+        "naked_armor",
+        "orange_armor",
+        "ornate_armor",
+        "pink_armor",
+        "plate_armor",
+        "power_armor",
+        "purple_armor",
+        "red_armor",
+        "roman_armor",
+        "scale_armor",
+        "shoulder_armor",
+        "spiked_armor",
+        "white_armor",
+        "yellow_armor",
+        "aqua_cardigan",
+        "black_cardigan",
+        "blue_cardigan",
+        "brown_cardigan",
+        "green_cardigan",
+        "grey_cardigan",
+        "orange_cardigan",
+        "pink_cardigan",
+        "purple_cardigan",
+        "red_cardigan",
+        "white_cardigan",
+        "yellow_cardigan",
+        "cardigan_around_waist",
+        "fur-trimmed_cardigan",
+        "hooded_cardigan",
+        "multicolored_cardigan",
+        "naked_cardigan",
+        "open_cardigan",
+        "plaid_cardigan",
+        "print_cardigan",
+        "ribbed_cardigan",
+        "striped_cardigan",
+        "unworn_cardigan",
+        "checkered_bikini",
+        "leaf_bikini",
+        "micro_bikini",
+        "o-ring_top",
+        "o-ring_bottom",
+        "sports_bikini",
+        "tankini",
+        "rash_guard",
+        "old-fashioned_swimsuit",
+        "one-piece_swimsuit",
+        "casual_one-piece_swimsuit",
+        "dress_swimsuit",
+        "competition_swimsuit",
+        "gris_swimsuit",
+        "monokini",
+        "school_swimsuit",
+        "slingshot_swimsuit",
+        "bow_swimsuit",
+        "frilled_one-piece_swimsuit",
+        "highleg_one-piece_swimsuit",
+        "polka_dot_swimsuit",
+        "striped_one-piece_swimsuit",
+        "g-string",
+        "thong",
+        "aqua_one-piece_swimsuit",
+        "black_one-piece_swimsuit",
+        "blue_one-piece_swimsuit",
+        "brown_one-piece_swimsuit",
+        "green_one-piece_swimsuit",
+        "grey_one-piece_swimsuit",
+        "orange_one-piece_swimsuit",
+        "pink_one-piece_swimsuit",
+        "red_one-piece_swimsuit",
+        "purple_one-piece_swimsuit",
+        "white_one-piece_swimsuit",
+        "yellow_one-piece_swimsuit",
+        "gold_one-piece_swimsuit",
+        "silver_one-piece_swimsuit",
+        "jammers",
+        "legskin",
+        "swim_briefs",
+        "swim_trunks",
+        "loincloth",
+        "fundoshi",
+        "assless_swimsuit",
+        "checkered_swimsuit",
+        "cross_swimsuit",
+        "crotchless_swimsuit",
+        "double_frill_skirt_swimsuit",
+        "hand_under_swimsuit",
+        "impossible_swimsuit",
+        "lace-trimmed_swimsuit",
+        "layered_swimsuit",
+        "multicolored_swimsuit",
+        "o-ring_swimsuit",
+        "pantyhose_under_swimsuit",
+        "print_swimsuit",
+        "ribbon-trimmed_swimsuit",
+        "shared_swimsuit",
+        "swimsuit_aside",
+        "swimsuit_skirt",
+        "swimsuit_under_clothes",
+        "swimsuit_under_swimsuit",
+        "taut_swimsuit",
+        "torn_swimsuit",
+        "unworn_swimsuit",
+        "wet_swimsuit",
+        "aqua_robe",
+        "black_robe",
+        "blue_robe",
+        "brown_robe",
+        "fur-trimmed_robe",
+        "green_robe",
+        "grey_robe",
+        "hooded_robe",
+        "naked_robe",
+        "open_robe",
+        "orange_robe",
+        "pink_robe",
+        "purple_robe",
+        "red_robe",
+        "torn_robe",
+        "white_robe",
+        "yellow_robe",
+        "aqua_leotard",
+        "black_leotard",
+        "blue_leotard",
+        "brown_leotard",
+        "gold_leotard",
+        "green_leotard",
+        "grey_leotard",
+        "orange_leotard",
+        "pink_leotard",
+        "purple_leotard",
+        "red_leotard",
+        "white_leotard",
+        "yellow_leotard",
+        "see-through_leotard",
+        "armored_leotard",
+        "backless_leotard",
+        "bodysuit",
+        "breastless_leotard",
+        "crotchless_leotard",
+        "cross-laced_leotard",
+        "frilled_leotard",
+        "fishnet_leotard",
+        "gradient_leotard",
+        "highleg_leotard",
+        "impossible_leotard",
+        "leotard_peek",
+        "leotard_under_clothes",
+        "multicolored_leotard",
+        "open_leotard",
+        "open-bust_leotard",
+        "playboy_bunny",
+        "print_leotard",
+        "ribbed_leotard",
+        "side-tie_leotard",
+        "sleeved_leotard",
+        "sleeveless_turtleneck_leotard",
+        "strapless_leotard",
+        "thong_leotard",
+        "torn_leotard",
+        "turtleneck_leotard",
+        "two-tone_leotard",
+        "unitard",
+        "zipper_leotard",
+        "adjusting_leotard",
+        "angel_leotard",
+        "athletic_leotard",
+        "halter_leotard",
+        "latex_leotard",
+        "leotard_aside",
+        "leotard_pull",
+        "pink_leotard_(dq)",
+        "striped_leotard",
+        "taut_leotard",
+        "unworn_leotard",
+        "spacesuit",
+        "bikesuit",
+        "catsuit",
+        "mecha_pilot_suit",
+        "skin_suit_(stellar_blade)",
+        "unitard",
+        "wetsuit",
+        "zentai",
+        "zero_suit",
+        "latex",
+        "leather",
+        "spandex",
+        "bomb_suit",
+        "aqua_bodysuit",
+        "black_bodysuit",
+        "blue_bodysuit",
+        "green_bodysuit",
+        "grey_bodysuit",
+        "orange_bodysuit",
+        "pink_bodysuit",
+        "purple_bodysuit",
+        "red_bodysuit",
+        "white_bodysuit",
+        "yellow_bodysuit",
+        "multicolored_bodysuit",
+        "fishnet_bodystocking",
+        "impossible_bodysuit",
+        "ribbed_bodysuit",
+        "see-through_bodysuit",
+        "sleeveless_bodysuit",
+        "torn_bodysuit",
+        "black_jumpsuit",
+        "blue_jumpsuit",
+        "brown_jumpsuit",
+        "fur-trimmed_jumpsuit",
+        "green_jumpsuit",
+        "grey_jumpsuit",
+        "jumpsuit_around_waist",
+        "orange_jumpsuit",
+        "pink_jumpsuit",
+        "purple_jumpsuit",
+        "red_jumpsuit",
+        "torn_jumpsuit",
+        "white_jumpsuit",
+        "yellow_jumpsuit",
+        "jumpsuit"
+    ],
+    "handwear": [
+        "open_hand",
+        "palms",
+        "very_long_sleeves",
+        "asymmetrical_sleeves",
+        "fur-trimmed_sleeves",
+        "frilled_sleeves",
+        "ribbon-trimmed_sleeves",
+        "boxing_gloves",
+        "multicolored_sleeves",
+        "raglan_sleeves",
+        "aqua_sleeves",
+        "black_sleeves",
+        "blue_sleeves",
+        "brown_sleeves",
+        "green_sleeves",
+        "grey_sleeves",
+        "orange_sleeves",
+        "pink_sleeves",
+        "purple_sleeves",
+        "red_sleeves",
+        "white_sleeves",
+        "yellow_sleeves",
+        "checkered_sleeves",
+        "plaid_sleeves",
+        "polka_dot_sleeves",
+        "print_sleeves",
+        "ribbed_sleeves",
+        "striped_sleeves",
+        "short_sleeves",
+        "short_over_long_sleeves",
+        "three-quarter_sleeves",
+        "long_sleeves",
+        "sleeves_past_wrists",
+        "sleeves_past_fingers",
+        "uneven_sleeves",
+        "detached_sleeves",
+        "single_detached_sleeve",
+        "single_sleeve",
+        "sleeves_pushed_up",
+        "sleeves_rolled_up",
+        "torn_sleeves",
+        "bell_sleeves",
+        "compression_sleeve",
+        "cross-laced_sleeves",
+        "elbow_sleeve",
+        "fishnet_sleeves",
+        "furisode_sleeves",
+        "juliet_sleeves",
+        "lace-up_sleeves",
+        "layered_sleeves",
+        "mismatched_sleeves",
+        "paw_sleeves",
+        "puff_and_slash_sleeves",
+        "puffy_sleeves",
+        "puffy_detached_sleeves",
+        "puffy_long_sleeves",
+        "puffy_short_sleeves",
+        "thumb_hole_sleeves",
+        "wide_sleeves",
+        "gloves",
+        "elbow_gloves",
+        "fingerless_gloves",
+        "partially_fingerless_gloves",
+        "fold-over_gloves",
+        "glove_cuffs",
+        "half_gloves",
+        "paw_gloves",
+        "cat_paws",
+        "torn_gloves",
+        "layered_gloves",
+        "cross-laced_gloves",
+        "glove_cutout",
+        "striped_gloves",
+        "print_gloves",
+        "paw_print_palms",
+        "fur-trimmed_gloves",
+        "frilled_gloves",
+        "lace-trimmed_gloves",
+        "ribbon-trimmed_gloves",
+        "yugake",
+        "uneven_gloves",
+        "fishnet_gloves",
+        "lace_gloves",
+        "latex_gloves",
+        "leather_gloves",
+        "rubber_gloves",
+        "see-through_gloves",
+        "aqua_gloves",
+        "black_gloves",
+        "blue_gloves",
+        "brown_gloves",
+        "green_gloves",
+        "grey_gloves",
+        "multicolored_gloves",
+        "orange_gloves",
+        "pink_gloves",
+        "purple_gloves",
+        "red_gloves",
+        "white_gloves",
+        "yellow_gloves",
+        "armband",
+        "arm_belt",
+        "arm_garter",
+        "armlet",
+        "arm_ribbon",
+        "arm_warmers",
+        "bracer",
+        "bracelet",
+        "bridal_gauntlets",
+        "epaulettes",
+        "finger_cots",
+        "hand_chains",
+        "hand_jewel",
+        "mittens",
+        "wristband",
+        "wrist_cuffs",
+        "buttoned_cuffs",
+        "wrist_flower",
+        "wrist_ruff",
+        "wrist_scrunchie",
+        "wrist_straps",
+        "wristwatch",
+        "asymmetrical_gloves",
+        "two-tone_gloves",
+        "mismatched_gloves",
+        "unworn_gloves",
+        "santa_gloves"
+    ],
+    "bottomwear": [
+        "bloomers",
+        "buruma",
+        "chaps",
+        "kilt",
+        "bell-bottoms",
+        "pelvic_curtain",
+        "petticoat",
+        "sarong",
+        "shorts",
+        "bike_shorts",
+        "denim_shorts",
+        "dolphin_shorts",
+        "gym_shorts",
+        "lowleg_shorts",
+        "micro_shorts",
+        "pleated_shorts",
+        "short_shorts",
+        "shorts_under_skirt",
+        "skirt",
+        "bubble_skirt",
+        "high-waist_skirt",
+        "high-low_skirt",
+        "long_skirt",
+        "lowleg_skirt",
+        "microskirt",
+        "miniskirt",
+        "overall_skirt",
+        "overskirt",
+        "plaid_skirt",
+        "tartan",
+        "kilt_skirt",
+        "pleated_skirt",
+        "showgirl_skirt",
+        "suspender_skirt",
+        "tutu",
+        "medium_skirt",
+        "armored_skirt",
+        "bikini_skirt",
+        "chima",
+        "dhoti",
+        "fustanella",
+        "hakama_skirt",
+        "hakama_short_skirt",
+        "half-skirt",
+        "kimono_skirt",
+        "hobble_skirt",
+        "hoop_skirt",
+        "pencil_skirt",
+        "shendyt",
+        "skort",
+        "ufo_skirt",
+        "spank_skirt",
+        "denim_skirt",
+        "grass_skirt",
+        "latex_skirt",
+        "leather_skirt",
+        "qun",
+        "aoqun",
+        "qungua",
+        "ruqun",
+        "duijin_ruqun",
+        "jiaoling_ruqun",
+        "qixiong_ruqun",
+        "tanling_ruqun",
+        "asymmetrical_skirt",
+        "bow_skirt",
+        "cross-laced_skirt",
+        "flower_underskirt",
+        "frilled_skirt",
+        "fur_skirt",
+        "fur-trimmed_skirt",
+        "fruit_underskirt",
+        "layered_skirt",
+        "ribbon-trimmed_skirt",
+        "pumpkin_skirt",
+        "side-tie_skirt",
+        "skirt_suit",
+        "skirt_set",
+        "spiked_skirt",
+        "studded_skirt",
+        "torn_skirt",
+        "patterns",
+        "checkered_skirt",
+        "polka_dot_skirt",
+        "aqua_skirt",
+        "black_skirt",
+        "blue_skirt",
+        "brown_skirt",
+        "camouflage_skirt",
+        "gradient_skirt",
+        "green_skirt",
+        "grey_skirt",
+        "lace-trimmed_skirt",
+        "multicolored_skirt",
+        "naked_skirt",
+        "open_skirt",
+        "orange_skirt",
+        "pink_skirt",
+        "print_skirt",
+        "purple_skirt",
+        "red_skirt",
+        "see-through_skirt",
+        "skirt_around_one_leg",
+        "skirt_flip",
+        "skirt_lift",
+        "skirt_pull",
+        "skirt_tug",
+        "striped_skirt",
+        "taut_skirt",
+        "unworn_skirt",
+        "wet_skirt",
+        "white_skirt",
+        "wringing_skirt",
+        "yellow_skirt",
+        "zipper_skirt",
+        "waistband_heights",
+        "high-waist_shorts",
+        "baggy_shorts",
+        "taut_shorts",
+        "bikini_shorts",
+        "boxers",
+        "boxing_shorts",
+        "cargo_shorts",
+        "cutoffs",
+        "highleg_shorts",
+        "puffy_shorts",
+        "hakama_shorts",
+        "ribbon-trimmed_shorts",
+        "see-through_shorts",
+        "side_slit_shorts",
+        "suspender_shorts",
+        "camouflage_shorts",
+        "checkered_shorts",
+        "pinstripe_shorts",
+        "plaid_shorts",
+        "polka_dot_shorts",
+        "striped_shorts",
+        "open_shorts",
+        "aqua_shorts",
+        "bike_shorts_under_shorts",
+        "black_shorts",
+        "blue_shorts",
+        "brown_shorts",
+        "cross-laced_shorts",
+        "frilled_shorts",
+        "fur-trimmed_shorts",
+        "green_shorts",
+        "grey_shorts",
+        "hand_under_shorts",
+        "multicolored_shorts",
+        "orange_shorts",
+        "pantyhose_under_shorts",
+        "pantyhose",
+        "pink_shorts",
+        "print_shorts",
+        "purple_shorts",
+        "red_shorts",
+        "shorts_around_one_leg",
+        "shorts_aside",
+        "shorts_pull",
+        "torn_shorts",
+        "unworn_shorts",
+        "wet_shorts",
+        "white_shorts",
+        "yellow_shorts",
+        "two-tone_skirt",
+        "bike_shorts_under_skirt",
+        "vertical-striped_skirt",
+        "circle_skirt",
+        "jodhpurs",
+        "pant_suit",
+        "aqua_panties",
+        "backless_panties",
+        "black_panties",
+        "blood_on_panties",
+        "blue_panties",
+        "bow_panties",
+        "brown_panties",
+        "camouflage_panties",
+        "cat_ear_panties",
+        "checkered_panties",
+        "cross-laced_panties",
+        "crotchless_panties",
+        "cum_in_panties",
+        "cumdrip_onto_panties",
+        "frilled_panties",
+        "fur-trimmed_panties",
+        "green_panties",
+        "grey_panties",
+        "hand_in_panties",
+        "highleg_panties",
+        "holding_panties",
+        "lace-trimmed_panties",
+        "lace_panties",
+        "latex_panties",
+        "licking_panties",
+        "loose_panties",
+        "lowleg_panties",
+        "micro_panties",
+        "multi-strapped_panties",
+        "multicolored_panties",
+        "multiple_panties",
+        "o-ring_panties",
+        "orange_panties",
+        "panties_around_one_leg",
+        "panties_aside",
+        "panties_in_mouth",
+        "panties_on_breasts",
+        "panties_on_head",
+        "panties_on_penis",
+        "panties_over_bike_shorts",
+        "panties_over_garter_belt",
+        "panties_over_pantyhose",
+        "panties_under_bloomers",
+        "panties_under_buruma",
+        "panties_under_pantyhose",
+        "panty_gag",
+        "panty_lift",
+        "panty_peek",
+        "panty_pull",
+        "pantyshot",
+        "penis_in_panties",
+        "pink_panties",
+        "plaid_panties",
+        "polka_dot_panties",
+        "print_panties",
+        "purple_panties",
+        "red_panties",
+        "ribbed_panties",
+        "ribbon-trimmed_panties",
+        "see-through_panties",
+        "side-tie_panties",
+        "stained_panties",
+        "string_panties",
+        "striped_panties",
+        "torn_panties",
+        "unworn_panties",
+        "vibrator_under_panties",
+        "wet_panties",
+        "white_panties",
+        "yellow_panties",
+        "zipper_panties"
+    ],
+    "legwear": [
+        "thighhighs",
+        "black_thighhighs",
+        "blue_thighhighs",
+        "brown_thighhighs",
+        "green_thighhighs",
+        "grey_thighhighs",
+        "orange_thighhighs",
+        "pink_thighhighs",
+        "purple_thighhighs",
+        "red_thighhighs",
+        "white_thighhighs",
+        "yellow_thighhighs",
+        "multicolored_thighhighs",
+        "over-kneehighs",
+        "black_leggings",
+        "blue_leggings",
+        "brown_leggings",
+        "green_leggings",
+        "grey_leggings",
+        "orange_leggings",
+        "pink_leggings",
+        "purple_leggings",
+        "red_leggings",
+        "white_leggings",
+        "yellow_leggings",
+        "multicolored_leggings",
+        "aqua_pantyhose",
+        "black_pantyhose",
+        "blue_pantyhose",
+        "brown_pantyhose",
+        "green_pantyhose",
+        "grey_pantyhose",
+        "orange_pantyhose",
+        "pink_pantyhose",
+        "purple_pantyhose",
+        "red_pantyhose",
+        "white_pantyhose",
+        "yellow_pantyhose",
+        "argyle_legwear",
+        "lace_legwear",
+        "lowleg_pantyhose",
+        "mismatched_legwear",
+        "polka_dot_legwear",
+        "print_pantyhose",
+        "see-through_legwear",
+        "striped_pantyhose",
+        "thighband_pantyhose",
+        "vertical-striped_pantyhose",
+        "gradient_legwear",
+        "multicolored_legwear",
+        "multicolored_leg_warmers",
+        "multicolored_pantyhose",
+        "multicolored_socks",
+        "two-tone_legwear",
+        "aran_legwear",
+        "armored_legwear",
+        "bow_legwear",
+        "cross-laced_legwear",
+        "fishnet_legwear",
+        "fishnet_leggings",
+        "fishnet_pantyhose",
+        "fishnet_socks",
+        "fishnet_thighhighs",
+        "fluffy_legwear",
+        "knit_legwear",
+        "lace-up_legwear",
+        "latex_legwear",
+        "legwear_bell",
+        "o-ring_legwear",
+        "ribbed_legwear",
+        "ribbed_leg_warmers",
+        "ribbed_pantyhose",
+        "ribbed_socks",
+        "ribbed_thighhighs",
+        "seamed_legwear",
+        "back-seamed_legwear",
+        "front-seamed_legwear",
+        "side-seamed_legwear",
+        "shiny_legwear",
+        "side-tie_legwear",
+        "spiked_legwear",
+        "studded_legwear",
+        "toeless_legwear",
+        "bridal_legwear",
+        "stirrup_legwear",
+        "zipper_legwear",
+        "fur-trimmed_legwear",
+        "lace-trimmed_legwear",
+        "ribbon-trimmed_legwear",
+        "long_legs",
+        "reverse-jointed_legs",
+        "slim_legs",
+        "bare_legs",
+        "legs",
+        "frilled_thighhighs",
+        "thighhighs_over_pantyhose",
+        "striped_thighhighs",
+        "torn_thighhighs",
+        "vertical-striped_thighhighs",
+        "lace-trimmed_thighhighs",
+        "thighhighs_under_boots",
+        "thighhighs_pull",
+        "fur-trimmed_thighhighs",
+        "santa_boots",
+        "unworn_boots",
+        "single_thigh_boot",
+        "single_boot",
+        "boots",
+        "ankle_socks",
+        "aqua_socks",
+        "argyle_socks",
+        "black_socks",
+        "blue_socks",
+        "bobby_socks",
+        "brown_socks",
+        "fishnet_socks",
+        "frilled_socks",
+        "green_socks",
+        "grey_socks",
+        "kneehighs",
+        "loose_socks",
+        "multicolored_socks",
+        "orange_socks",
+        "pink_socks",
+        "plaid_socks",
+        "polka_dot_socks",
+        "print_socks",
+        "purple_socks",
+        "red_socks",
+        "ribbed_socks",
+        "ribbon-trimmed_socks",
+        "see-through_socks",
+        "single_sock",
+        "sock_on_penis",
+        "striped_socks",
+        "two-tone_socks",
+        "unworn_socks",
+        "white_socks",
+        "yellow_socks",
+        "checkered_socks",
+        "vertical-striped_socks",
+        "no-show_socks",
+        "bow_legwear",
+        "frilled_legwear",
+        "half_socks—socks",
+        "mismatched_legwear",
+        "stirrup_legwear",
+        "tabi",
+        "toe_socks",
+        "toeless_legwear",
+        "torn_socks",
+        "tube_socks",
+        "pants",
+        "capri_pants",
+        "detached_pants",
+        "jeans",
+        "cutoff_jeans",
+        "lowleg_pants",
+        "pants_rolled_up",
+        "yoga_pants",
+        "short_pants",
+        "carnival_pants",
+        "crye_cut_pants",
+        "burgundy_pants",
+        "cargo_pants",
+        "dress_pants",
+        "harem_pants",
+        "hakama_pants",
+        "khaki_pants",
+        "leather_pants",
+        "track_pants",
+        "tear-away_pants",
+        "sweatpants",
+        "asymmetrical_pants",
+        "crotchless_pants",
+        "cross-laced_pants",
+        "backless_pants",
+        "baggy_pants",
+        "frilled_pants",
+        "fringe-trimmed_pants",
+        "fur_pants",
+        "fur-trimmed_pants",
+        "latex_pants",
+        "high-waist_pants",
+        "high-visibility_pants",
+        "mismatched_pants",
+        "no_pants",
+        "pants_tied_over_head",
+        "puffy_pants",
+        "pumpkin-shaped_pants",
+        "ribbed_pants",
+        "ribbon-trimmed_pants",
+        "tight_pants",
+        "sagging_pants",
+        "single_pantsleg",
+        "spiked_pants",
+        "stitched_pants",
+        "studded_pants",
+        "suspender_pants",
+        "aqua_pants",
+        "black_pants",
+        "blue_pants",
+        "brown_pants",
+        "green_pants",
+        "grey_pants",
+        "multicolored_pants",
+        "orange_pants",
+        "pink_pants",
+        "purple_pants",
+        "red_pants",
+        "two-tone_pants",
+        "white_pants",
+        "yellow_pants",
+        "argyle_pants",
+        "gingham_pants",
+        "pinstripe_pants",
+        "plaid_pants",
+        "print_pants",
+        "striped_pants",
+        "vertical-striped_pants"
+    ],
+    "footwear": [
+        "blue_footwear",
+        "fur-trimmed_footwear",
+        "two-tone_footwear",
+        "gold_footwear",
+        "purple_footwear",
+        "orange_footwear",
+        "multicolored_footwear",
+        "red_footwear",
+        "mismatched_footwear",
+        "aqua_footwear",
+        "black_footwear",
+        "grey_footwear",
+        "asymmetrical_footwear",
+        "cross-laced_footwear",
+        "yellow_footwear",
+        "brown_footwear",
+        "pink_footwear",
+        "white_footwear",
+        "blue_footwear",
+        "fur-trimmed_footwear",
+        "two-tone_footwear",
+        "gold_footwear",
+        "purple_footwear",
+        "orange_footwear",
+        "multicolored_footwear",
+        "red_footwear",
+        "mismatched_footwear",
+        "aqua_footwear",
+        "black_footwear",
+        "grey_footwear",
+        "asymmetrical_footwear",
+        "cross-laced_footwear",
+        "yellow_footwear",
+        "brown_footwear",
+        "pink_footwear",
+        "white_footwear",
+        "feet",
+        "bad_feet",
+        "barefoot",
+        "dirty_feet",
+        "shoes",
+        "soles",
+        "plaid_footwear",
+        "polka_dot_footwear",
+        "colored_shoe_soles",
+        "aqua_shoes",
+        "black_shoes",
+        "blue_shoes",
+        "brown_shoes",
+        "green_shoes",
+        "grey_shoes",
+        "orange_shoes",
+        "pink_shoes",
+        "purple_shoes",
+        "red_shoes",
+        "white_shoes",
+        "yellow_shoes",
+        "footwear_bow",
+        "footwear_ribbon",
+        "large_shoes",
+        "no_shoes",
+        "paw_shoes",
+        "platform_footwear",
+        "pointy_shoes",
+        "roller_shoes",
+        "rudder_footwear",
+        "toeless_footwear",
+        "single_shoe",
+        "shoe_soles",
+        "spiked_shoes",
+        "winged_shoes",
+        "hull_shoes",
+        "mizugumo",
+        "moccasins",
+        "sneakers",
+        "adidas",
+        "air_jordan",
+        "asics",
+        "converse",
+        "new_balance",
+        "reebok",
+        "reebok_pumps",
+        "nike",
+        "high_heel_sneakers",
+        "high_tops",
+        "puma",
+        "yeezy",
+        "animal_slippers",
+        "ballet_slippers",
+        "slippers",
+        "uwabaki",
+        "flip-flops",
+        "sandals",
+        "slides",
+        "gladiator_sandals",
+        "geta",
+        "okobo",
+        "t-bar_sandals",
+        "sports_sandals",
+        "waraji",
+        "zouri",
+        "flats",
+        "gomusin",
+        "yuntouxie",
+        "high_heels",
+        "block_heels",
+        "christian_louboutin",
+        "d'orsay_heels",
+        "high_heel_boots",
+        "high_heel_slides",
+        "high_heel_sandals",
+        "high_heel_sneakers",
+        "kitten_heels",
+        "low_block_heels",
+        "platform_heels",
+        "pumps",
+        "stiletto_heels",
+        "strappy_heels",
+        "trapeze_heels",
+        "wedge_heels",
+        "loafers",
+        "kiltie_loafers",
+        "penny_loafers",
+        "tassel_loafers",
+        "mary_janes",
+        "monk_shoes",
+        "oxfords",
+        "saddle_shoes",
+        "ankle_boots",
+        "knee_boots",
+        "thigh_boots",
+        "armored_boots",
+        "fur_boots",
+        "latex_boots",
+        "leather_boots",
+        "rubber_boots",
+        "ballet_boots",
+        "belt_boots",
+        "lace-up_boots",
+        "combat_boots",
+        "cowboy_boots",
+        "frilled_boots",
+        "fur-trimmed_boots",
+        "high_heel_boots",
+        "platform_boots",
+        "riding_boots",
+        "snow_boots",
+        "spiked_boots",
+        "ugg_boots",
+        "work_boots",
+        "aqua_boots",
+        "black_boots",
+        "blue_boots",
+        "brown_boots",
+        "green_boots",
+        "grey_boots",
+        "orange_boots",
+        "pink_boots",
+        "purple_boots",
+        "red_boots",
+        "white_boots",
+        "yellow_boots",
+        "green_footwear",
+        "footwear"
+    ],
+    "tail": [
+        "tail",
+        "multiple_tails",
+        "demon_tail",
+        "dragon_tail",
+        "ghost_tail",
+        "pikachu_tail",
+        "snake_head_tail",
+        "fiery_tail",
+        "bear_tail",
+        "rabbit_tail",
+        "cat_tail",
+        "cow_tail",
+        "deer_tail",
+        "dog_tail",
+        "fox_tail",
+        "white_tail",
+        "black_tail",
+        "horse_tail",
+        "leopard_tail",
+        "lion_tail",
+        "monkey_tail",
+        "mouse_tail",
+        "pig_tail",
+        "sheep_tail",
+        "squirrel_tail",
+        "tiger_tail",
+        "wolf_tail",
+        "axolotl_tail",
+        "crocodilian_tail",
+        "fish_tail",
+        "scorpion_tail",
+        "snake_tail",
+        "tadpole_tail",
+        "tail_bell",
+        "tail_bow",
+        "tail_ornament",
+        "tail_piercing",
+        "tail_ribbon",
+        "tail_ring",
+        "fake_tail",
+        "heart_tail",
+        "intertwined_tails",
+        "large_tail",
+        "short_tail",
+        "spiked_tail",
+        "tapir_tail",
+        "two_tails",
+        "cetacean_tail",
+        "blue_tail",
+        "prehensile_tail",
+        "lizard_tail",
+        "shark_tail",
+        "mechanical_tail",
+        "quad_tails",
+        "brown_tail",
+        "cable_tail",
+        "bird_tail",
+        "striped_tail",
+        "raccoon_tail",
+        "pink_tail"
+    ],
+    "wings": [
+        "torn_wings",
+        "purple_wings",
+        "low_wings",
+        "detached_wings",
+        "wings",
+        "multiple_wings",
+        "single_wing",
+        "single_head_wing",
+        "oversized_wings",
+        "large_head_wings",
+        "mini_wings",
+        "feathered_wings",
+        "angel_wings",
+        "bird_wings",
+        "demon_wings",
+        "dragon_wings",
+        "fairy_wings",
+        "bat_wings",
+        "drawn_wings",
+        "skeletal_wings",
+        "insect_wings",
+        "butterfly_wings",
+        "dragonfly_wings",
+        "ladybug_wings",
+        "moth_wings",
+        "crystal_wings",
+        "energy_wings",
+        "fiery_wings",
+        "ice_wings",
+        "liquid_wings",
+        "plant_wings",
+        "fake_wings",
+        "mechanical_wings",
+        "wing_tattoo",
+        "black_wings",
+        "red_wings",
+        "white_wings",
+        "blue_wings",
+        "green_wings",
+        "brown_wings",
+        "yellow_wings",
+        "pink_wings",
+        "grey_wings",
+        "gradient_wings",
+        "multicolored_wings",
+        "rainbow_wings",
+        "transparent_wings"
+    ],
+    "objects": []
+}