Dataset Viewer
id
stringlengths 11
1.12k
| image
stringlengths 16
188
| conversations
listlengths 2
2
| width
int64 256
8.09k
⌀ | height
int64 183
5.7k
⌀ |
|---|---|---|---|---|
00200002931
|
USIS10K/train/train_02932.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you provide a short overview of the image?"
},
{
"from": "gpt",
"value": "The image shows a vibrant coral reef with hard and soft corals, populated by an angelfish, a parrotfish, and several other colorful reef fish including a yellowtail snapper."
}
] | null | null |
00200006159
|
USIS10K/train/train_06160.jpg
|
[
{
"from": "human",
"value": "<image>\nWrite a short description for the image."
},
{
"from": "gpt",
"value": "An underwater scene shows a vibrant coral reef with various types of coral, including staghorn and possibly brain coral, growing on a rocky ocean floor."
}
] | null | null |
00100001144
|
USIS10K/val/val_01145.jpg
|
[
{
"from": "human",
"value": "<image>\nOffer a concise description of the image."
},
{
"from": "gpt",
"value": "A large patch of bleached branching coral sits on the sandy ocean floor, with a few instances of healthy coral visible."
}
] | null | null |
00200001144
|
USIS10K/train/train_01145.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you provide a short overview of the image?"
},
{
"from": "gpt",
"value": "A large brown sea urchin with many spines lies on the sea floor, which is covered in small, light-colored pebbles. \n"
}
] | null | null |
00200003446
|
USIS10K/train/train_03447.jpg
|
[
{
"from": "human",
"value": "<image>\nCan you give a brief description of this image?"
},
{
"from": "gpt",
"value": "A Moorish idol fish, distinguished by its black and white markings, swims in front of a large, light-brown coral formation."
}
] | null | null |
00200004032
|
USIS10K/train/train_04033.jpg
|
[
{
"from": "human",
"value": "<image>\nGive a short description of the scene."
},
{
"from": "gpt",
"value": "A large jellyfish with a yellow bell and long, flowing tentacles floats in the blue water, surrounded by small, silvery fish."
}
] | null | null |
00000001453
|
USIS10K/test/test_01454.jpg
|
[
{
"from": "human",
"value": "<image>\nPlease give a succinct description of what is shown in this image."
},
{
"from": "gpt",
"value": "A spiky, white and brown pufferfish swims in the blue ocean, its mouth open."
}
] | null | null |
00200000751
|
USIS10K/train/train_00752.jpg
|
[
{
"from": "human",
"value": "<image>\nGive a short description of the scene."
},
{
"from": "gpt",
"value": "A red fish with orange stripes and a blue eye is swimming on the ocean floor with coral and algae in the background. \n"
}
] | null | null |
00100001224
|
USIS10K/val/val_01225.jpg
|
[
{
"from": "human",
"value": "<image>\nOffer a concise description of the image."
},
{
"from": "gpt",
"value": "A brown, speckled moray eel is partially hidden behind a rock formation and an orange sponge on the sandy, algae-covered ocean floor."
}
] | null | null |
00100001390
|
USIS10K/val/val_01391.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you provide a short description of the image?"
},
{
"from": "gpt",
"value": "A yellow fish with a black spot near its eye swims amongst colorful coral formations in a vibrant reef."
}
] | null | null |
00200001934
|
USIS10K/train/train_01935.jpg
|
[
{
"from": "human",
"value": "<image>\nGive a short description of the scene."
},
{
"from": "gpt",
"value": "An orange and white clownfish swims partially concealed within the tentacles of a purple and blue sea anemone. \n"
}
] | null | null |
00000000184
|
USIS10K/test/test_00185.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you describe the image briefly?"
},
{
"from": "gpt",
"value": "A dark blue fish with yellow fins swims in clear blue water."
}
] | null | null |
00000001142
|
USIS10K/test/test_01143.jpg
|
[
{
"from": "human",
"value": "<image>\nWrite a short description for the image."
},
{
"from": "gpt",
"value": "A yellow longnose butterflyfish swims among yellow coral reefs."
}
] | null | null |
00100000246
|
USIS10K/val/val_00247.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you describe the image briefly?"
},
{
"from": "gpt",
"value": "A scuba diver swims near a coral reef amongst a large school of vibrant orange fish in clear blue water."
}
] | null | null |
00100000847
|
USIS10K/val/val_00848.jpg
|
[
{
"from": "human",
"value": "<image>\nWrite a short description for the image."
},
{
"from": "gpt",
"value": "The image depicts a murky underwater scene. Two dark-colored fish are swimming near the bottom, which appears to be a mix of sand and rock formations. The water visibility is limited."
}
] | null | null |
00200007329
|
USIS10K/train/train_07330.jpg
|
[
{
"from": "human",
"value": "<image>\nGive a short description of the image."
},
{
"from": "gpt",
"value": "A red and brown brittle star is clinging to a coral reef, its arms tightly curled around a coral branch. \n"
}
] | null | null |
00000000820
|
USIS10K/test/test_00821.jpg
|
[
{
"from": "human",
"value": "<image>\nGive a short description of the scene."
},
{
"from": "gpt",
"value": "A blue fish swims among a bed of colorful hard coral and soft coral. Another fish swims near the surface, partially out of frame."
}
] | null | null |
00200005301
|
USIS10K/train/train_05302.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you provide a short description of the image?"
},
{
"from": "gpt",
"value": "An orange and yellow coral reef provides the backdrop for a striped fish in the foreground."
}
] | null | null |
00200000890
|
USIS10K/train/train_00891.jpg
|
[
{
"from": "human",
"value": "<image>\nGive a short description of the image."
},
{
"from": "gpt",
"value": "Two Porcupinefish swim on the sandy seabed, among scattered sand mounds."
}
] | null | null |
00200002889
|
USIS10K/train/train_02890.jpg
|
[
{
"from": "human",
"value": "<image>\nProvide a brief description of the image."
},
{
"from": "gpt",
"value": "A large stingray rests on the sandy ocean floor, with its tail curled. Coral reef formations frame the scene."
}
] | null | null |
00200006133
|
USIS10K/train/train_06134.jpg
|
[
{
"from": "human",
"value": "<image>\nGive a short description of the image."
},
{
"from": "gpt",
"value": "The image shows an underwater invertebrate with a purple and orange exterior, with rows of white spines running down its center. \n"
}
] | null | null |
00200001430
|
USIS10K/train/train_01431.jpg
|
[
{
"from": "human",
"value": "<image>\nWrite a short description for the image."
},
{
"from": "gpt",
"value": "Two yellow fish with blue stripes swim in the ocean, nestled in an anemone surrounded by coral reefs. \n"
}
] | null | null |
00200003243
|
USIS10K/train/train_03244.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you describe the image briefly?"
},
{
"from": "gpt",
"value": "An underwater image shows a large, pale green pipe laying horizontally on the ocean floor, with a brown starfish attached to its side."
}
] | null | null |
00200005222
|
USIS10K/train/train_05223.jpg
|
[
{
"from": "human",
"value": "<image>\nCan you give a brief description of this image?"
},
{
"from": "gpt",
"value": "Five French Angelfish swim together in clear blue water above a sandy seabed with sparse plant life. Two Tang fish swim above the angelfish."
}
] | null | null |
00200001959
|
USIS10K/train/train_01960.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you provide a short description of the image?"
},
{
"from": "gpt",
"value": "A single dolphin swims through the water, leaving a trail of bubbles behind it."
}
] | null | null |
00200005404
|
USIS10K/train/train_05405.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you provide a short overview of the image?"
},
{
"from": "gpt",
"value": "A bright red bigeye fish swims near colorful coral formations."
}
] | null | null |
00000000873
|
USIS10K/test/test_00874.jpg
|
[
{
"from": "human",
"value": "<image>\nProvide a brief description of the image."
},
{
"from": "gpt",
"value": "A bright yellow and black butterfly fish with white stripes swims in a coral reef with other, smaller fish, and green algae in the background. \n"
}
] | null | null |
00200005654
|
USIS10K/train/train_05655.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you describe the image briefly?"
},
{
"from": "gpt",
"value": "Two yellow and blue clownfish swim amongst a sea anemone and coral reef."
}
] | null | null |
00200003606
|
USIS10K/train/train_03607.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you provide a short description of the image?"
},
{
"from": "gpt",
"value": "A reddish-orange fish with brown spots swims near colorful coral."
}
] | null | null |
00200002714
|
USIS10K/train/train_02715.jpg
|
[
{
"from": "human",
"value": "<image>\nProvide a brief description of the image."
},
{
"from": "gpt",
"value": "A faded, rusty metal sign hangs from a wire just above the ocean floor sediment."
}
] | null | null |
00200000915
|
USIS10K/train/train_00916.jpg
|
[
{
"from": "human",
"value": "<image>\nGive a short description of the scene."
},
{
"from": "gpt",
"value": "A cuttlefish with a mottled, green and brown body camouflages itself amongst coral formations on the seafloor."
}
] | null | null |
00000000498
|
USIS10K/test/test_00499.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you describe the image briefly?"
},
{
"from": "gpt",
"value": "A blue angelfish swims over a large coral reef, with colorful sponges visible in the background. \n"
}
] | null | null |
00200000262
|
USIS10K/train/train_00263.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you provide a short description of the image?"
},
{
"from": "gpt",
"value": "Two brown and black scallops with ruffled edges lay on the seafloor amongst a bed of green seagrass. \n"
}
] | null | null |
00200004416
|
USIS10K/train/train_04417.jpg
|
[
{
"from": "human",
"value": "<image>\nCan you give a brief description of this image?"
},
{
"from": "gpt",
"value": "The image shows two white sea fans in an underwater setting. The visibility is low due to the murky water."
}
] | null | null |
00000000485
|
USIS10K/test/test_00486.jpg
|
[
{
"from": "human",
"value": "<image>\nOffer a concise description of the image."
},
{
"from": "gpt",
"value": "A stingray lies partially buried in the sandy seabed, its tail extending towards the right of the frame. \n"
}
] | null | null |
00200004308
|
USIS10K/train/train_04309.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you describe the image briefly?"
},
{
"from": "gpt",
"value": "A green and yellow object, possibly a submersible or camera housing, sits on the murky ocean floor amidst dark debris."
}
] | null | null |
00000000735
|
USIS10K/test/test_00736.jpg
|
[
{
"from": "human",
"value": "<image>\nProvide a brief description of the image."
},
{
"from": "gpt",
"value": "The image shows a rocky seabed with various-sized rocks underwater. The water above is clear, allowing good visibility."
}
] | null | null |
00200004389
|
USIS10K/train/train_04390.jpg
|
[
{
"from": "human",
"value": "<image>\nGive a short description of the image."
},
{
"from": "gpt",
"value": "A colorful fish with a tan head and a dark and white body swims near a diverse coral reef comprised of various coral formations."
}
] | null | null |
00200000568
|
USIS10K/train/train_00569.jpg
|
[
{
"from": "human",
"value": "<image>\nPlease give a succinct description of what is shown in this image."
},
{
"from": "gpt",
"value": "An orange-red fish swims right, towards a coral reef with different formations in a blue ocean."
}
] | null | null |
00200002899
|
USIS10K/train/train_02900.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you provide a short overview of the image?"
},
{
"from": "gpt",
"value": "A colorful sea slug with black and white stripes and yellow dots crawls over the bright orange coral on the seabed. \n"
}
] | null | null |
00200006893
|
USIS10K/train/train_06894.jpg
|
[
{
"from": "human",
"value": "<image>\nGive a short description of the image."
},
{
"from": "gpt",
"value": "The image captures a vibrant underwater scene of a large coral reef with orange and brown corals, populated by numerous small, colorful fish swimming near the surface in the deep ocean."
}
] | null | null |
00000000347
|
USIS10K/test/test_00348.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you provide a short description of the image?"
},
{
"from": "gpt",
"value": "A black fish swims towards the right, near a coral reef with numerous orange and red fish. \n"
}
] | null | null |
00000001560
|
USIS10K/test/test_01561.jpg
|
[
{
"from": "human",
"value": "<image>\nGive a short description of the scene."
},
{
"from": "gpt",
"value": "A discarded aluminum can lies on the muddy bottom of a murky river bed. \n"
}
] | null | null |
00200001872
|
USIS10K/train/train_01873.jpg
|
[
{
"from": "human",
"value": "<image>\nWrite a short description for the image."
},
{
"from": "gpt",
"value": "A large, greenish cauliflower-shaped coral stands on a base of smaller coral formations in a hazy underwater environment. Other blurry corals are visible in the background."
}
] | null | null |
00100000301
|
USIS10K/val/val_00302.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you describe the image briefly?"
},
{
"from": "gpt",
"value": "A single gray fish with a white belly swims to the left in front of a bright yellow coral reef. \n"
}
] | null | null |
00200006707
|
USIS10K/train/train_06708.jpg
|
[
{
"from": "human",
"value": "<image>\nProvide a brief description of the image."
},
{
"from": "gpt",
"value": "A silver fish with faint black spots swims in front of a coral reef in somewhat murky water."
}
] | null | null |
00200002264
|
USIS10K/train/train_02265.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you describe the image briefly?"
},
{
"from": "gpt",
"value": "A bright yellow fish swims towards the left side of the frame, surrounded by yellow and brown coral reefs and other smaller fish."
}
] | null | null |
00200004420
|
USIS10K/train/train_04421.jpg
|
[
{
"from": "human",
"value": "<image>\nCan you give a brief description of this image?"
},
{
"from": "gpt",
"value": "A black stingray with a long tail is swimming above a sandy seabed interspersed with coral and rocks."
}
] | null | null |
00200003838
|
USIS10K/train/train_03839.jpg
|
[
{
"from": "human",
"value": "<image>\nOffer a concise description of the image."
},
{
"from": "gpt",
"value": "A vibrant underwater scene teeming with various colorful fish species swimming amidst a diverse coral reef and seagrass."
}
] | null | null |
00200001924
|
USIS10K/train/train_01925.jpg
|
[
{
"from": "human",
"value": "<image>\nProvide a brief description of the image."
},
{
"from": "gpt",
"value": "A red shrimp with white spots clings to a coral reef with a green background. \n"
}
] | null | null |
00200000995
|
USIS10K/train/train_00996.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you describe the image briefly?"
},
{
"from": "gpt",
"value": "A gold coin lies on a green-colored surface with its design facing upwards."
}
] | null | null |
00100000565
|
USIS10K/val/val_00566.jpg
|
[
{
"from": "human",
"value": "<image>\nProvide a brief description of the image."
},
{
"from": "gpt",
"value": "A yellow fish swims near a bed of coral and rocks in the ocean. \n"
}
] | null | null |
00200005088
|
USIS10K/train/train_05089.jpg
|
[
{
"from": "human",
"value": "<image>\nPlease give a succinct description of what is shown in this image."
},
{
"from": "gpt",
"value": "A dead, striped fish lies on the sandy ocean floor, surrounded by a cluster of translucent, bulbous objects."
}
] | null | null |
00200005480
|
USIS10K/train/train_05481.jpg
|
[
{
"from": "human",
"value": "<image>\nProvide a brief description of the image."
},
{
"from": "gpt",
"value": "A small, light green fish swims in front of a rocky reef covered in reddish-brown algae."
}
] | null | null |
00200006782
|
USIS10K/train/train_06783.jpg
|
[
{
"from": "human",
"value": "<image>\nCan you give a brief description of this image?"
},
{
"from": "gpt",
"value": "The image displays a blurry, green underwater scene with visible texture on the right and a faint object on the left."
}
] | null | null |
00100001433
|
USIS10K/val/val_01434.jpg
|
[
{
"from": "human",
"value": "<image>\nWrite a short description for the image."
},
{
"from": "gpt",
"value": "A parrotfish with yellow and blue coloration swims to the right over a colorful coral reef in an underwater scene."
}
] | null | null |
00100000214
|
USIS10K/val/val_00215.jpg
|
[
{
"from": "human",
"value": "<image>\nCan you give a brief description of this image?"
},
{
"from": "gpt",
"value": "A small, greenish-blue rectangular object lies near a larger, light-colored sign with writing on a sandy ground."
}
] | null | null |
00200002646
|
USIS10K/train/train_02647.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you provide a short overview of the image?"
},
{
"from": "gpt",
"value": "A school of fish with yellow tails swim in a clear blue ocean, with coral reefs in the background."
}
] | null | null |
00200006485
|
USIS10K/train/train_06486.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you describe the image briefly?"
},
{
"from": "gpt",
"value": "A blue fish with a lyre-shaped tail swims in front of coral."
}
] | null | null |
00200003502
|
USIS10K/train/train_03503.jpg
|
[
{
"from": "human",
"value": "<image>\nProvide a brief description of the image."
},
{
"from": "gpt",
"value": "Two red fish are swimming near a coral reef, with one of the fish facing the camera and the other one swimming away from the camera. \n"
}
] | null | null |
00200002122
|
USIS10K/train/train_02123.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you describe the image briefly?"
},
{
"from": "gpt",
"value": "A blue-spotted stingray with a long tail lies on the sandy bottom of the ocean floor. \n"
}
] | null | null |
00000001385
|
USIS10K/test/test_01386.jpg
|
[
{
"from": "human",
"value": "<image>\nOffer a concise description of the image."
},
{
"from": "gpt",
"value": "Two orange and white clownfish are swimming inside a pink and white sea anemone with green tentacles. \n"
}
] | null | null |
00000000102
|
USIS10K/test/test_00103.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you provide a short description of the image?"
},
{
"from": "gpt",
"value": "A dark, spiny sea cucumber with segmented appendages is crawling across a sandy seabed. \n"
}
] | null | null |
00200002642
|
USIS10K/train/train_02643.jpg
|
[
{
"from": "human",
"value": "<image>\nOffer a concise description of the image."
},
{
"from": "gpt",
"value": "A brown-and-white fish with irregular black markings rests on a sandy seabed."
}
] | null | null |
00000000165
|
USIS10K/test/test_00166.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you provide a short overview of the image?"
},
{
"from": "gpt",
"value": "Three black and white striped fish and one yellow and black striped fish swim near a coral reef and over a sandy substrate."
}
] | null | null |
00200000801
|
USIS10K/train/train_00802.jpg
|
[
{
"from": "human",
"value": "<image>\nWrite a short description for the image."
},
{
"from": "gpt",
"value": "A dark-colored spadefish swims near a rock formation with coral and algae growth."
}
] | null | null |
00200002524
|
USIS10K/train/train_02525.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you describe the image briefly?"
},
{
"from": "gpt",
"value": "Two fish, one black and one yellow with black and white stripes, swim near a large, yellow brain coral formation on the sandy ocean floor."
}
] | null | null |
00200005873
|
USIS10K/train/train_05874.jpg
|
[
{
"from": "human",
"value": "<image>\nCan you give a brief description of this image?"
},
{
"from": "gpt",
"value": "A black fish with a forked tail swims near a sandy ocean floor covered in rocks and coral."
}
] | null | null |
00200006021
|
USIS10K/train/train_06022.jpg
|
[
{
"from": "human",
"value": "<image>\nProvide a brief description of the image."
},
{
"from": "gpt",
"value": "A starfish rests on the sandy bottom in clear, shallow water."
}
] | null | null |
00200002906
|
USIS10K/train/train_02907.jpg
|
[
{
"from": "human",
"value": "<image>\nWrite a short description for the image."
},
{
"from": "gpt",
"value": "A dark brown fish swims right, partially obscured by a beige coral reef, with a sandy seabed and blue water."
}
] | null | null |
00200002492
|
USIS10K/train/train_02493.jpg
|
[
{
"from": "human",
"value": "<image>\nGive a short description of the image."
},
{
"from": "gpt",
"value": "A white pufferfish with black dots, a yellow stripe, and green eyes is swimming near some coral. \n"
}
] | null | null |
00200002376
|
USIS10K/train/train_02377.jpg
|
[
{
"from": "human",
"value": "<image>\nGive a short description of the image."
},
{
"from": "gpt",
"value": "A pink sponge and a brown branching coral colony grow on a light sandy ocean floor interspersed with algae-covered rocks. A small fish is also present in the top left."
}
] | null | null |
00200002813
|
USIS10K/train/train_02814.jpg
|
[
{
"from": "human",
"value": "<image>\nOffer a concise description of the image."
},
{
"from": "gpt",
"value": "An eel is swimming in a circle in murky water, with a green algae covered bottom. \n"
}
] | null | null |
00200000548
|
USIS10K/train/train_00549.jpg
|
[
{
"from": "human",
"value": "<image>\nCan you give a brief description of this image?"
},
{
"from": "gpt",
"value": "A small, round pot sits in the sediment on the bottom of a body of water."
}
] | null | null |
00200004088
|
USIS10K/train/train_04089.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you provide a short overview of the image?"
},
{
"from": "gpt",
"value": "Three scuba divers are swimming underwater near a coral reef. \n"
}
] | null | null |
00200001939
|
USIS10K/train/train_01940.jpg
|
[
{
"from": "human",
"value": "<image>\nGive a short description of the scene."
},
{
"from": "gpt",
"value": "A single tan fish with a red tail fin swims to the right in blue water, with a small group of fish in the background."
}
] | null | null |
00200004960
|
USIS10K/train/train_04961.jpg
|
[
{
"from": "human",
"value": "<image>\nGive a short description of the image."
},
{
"from": "gpt",
"value": "Two divers are exploring the underwater wreckage of a wooden ship. \n"
}
] | null | null |
00200005925
|
USIS10K/train/train_05926.jpg
|
[
{
"from": "human",
"value": "<image>\nPlease give a succinct description of what is shown in this image."
},
{
"from": "gpt",
"value": "A large, round brain coral sits on a bed of white sand with a coral branch behind it. \n"
}
] | null | null |
00200007057
|
USIS10K/train/train_07058.jpg
|
[
{
"from": "human",
"value": "<image>\nCan you give a brief description of this image?"
},
{
"from": "gpt",
"value": "The image depicts an underwater scene filled with colorful coral reefs and various small orange fish swimming in the blue ocean."
}
] | null | null |
00200001227
|
USIS10K/train/train_01228.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you provide a short description of the image?"
},
{
"from": "gpt",
"value": "An underwater view of a rocky seabed is bathed in sunlight filtering through the clear turquoise water. The rocks are covered with algae, creating a textured landscape."
}
] | null | null |
00200002225
|
USIS10K/train/train_02226.jpg
|
[
{
"from": "human",
"value": "<image>\nPlease give a succinct description of what is shown in this image."
},
{
"from": "gpt",
"value": "A large, colorful lobster with blue, yellow and red markings is crawling on a sandy seabed. \n"
}
] | null | null |
00100000903
|
USIS10K/val/val_00904.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you describe the image briefly?"
},
{
"from": "gpt",
"value": "A section of a large, irregularly shaped man-made structure with a circular opening sits submerged in murky water."
}
] | null | null |
00200001761
|
USIS10K/train/train_01762.jpg
|
[
{
"from": "human",
"value": "<image>\nWrite a short description for the image."
},
{
"from": "gpt",
"value": "A coral reef teems with many yellow-bodied fish, while a large black fish swims through the center of the frame. Several other fish can be seen in the background."
}
] | null | null |
00200006086
|
USIS10K/train/train_06087.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you provide a short overview of the image?"
},
{
"from": "gpt",
"value": "An underwater scene featuring a vibrant coral reef teeming with diverse marine life. Several colorful fish are swimming near the reef's edge."
}
] | null | null |
00200003508
|
USIS10K/train/train_03509.jpg
|
[
{
"from": "human",
"value": "<image>\nOffer a concise description of the image."
},
{
"from": "gpt",
"value": "A diver wearing full scuba gear swims towards the right side of the image, passing a large fan coral formation."
}
] | null | null |
00200001741
|
USIS10K/train/train_01742.jpg
|
[
{
"from": "human",
"value": "<image>\nGive a short description of the scene."
},
{
"from": "gpt",
"value": "The image shows a silhouette of a shipwreck resting on the sandy ocean floor, with clear blue water above."
}
] | null | null |
00200000087
|
USIS10K/train/train_00088.jpg
|
[
{
"from": "human",
"value": "<image>\nWrite a short description for the image."
},
{
"from": "gpt",
"value": "An underwater scene shows a diver swimming upwards, with bubbles rising to the surface, above a rocky ocean floor with a fish. Another diver can be seen in the distance."
}
] | null | null |
00200007009
|
USIS10K/train/train_07010.jpg
|
[
{
"from": "human",
"value": "<image>\nGive a short description of the scene."
},
{
"from": "gpt",
"value": "A blue fish swims near yellow and brown coral in the ocean."
}
] | null | null |
00200006887
|
USIS10K/train/train_06888.jpg
|
[
{
"from": "human",
"value": "<image>\nOffer a concise description of the image."
},
{
"from": "gpt",
"value": "Two yellow and black butterfly fish are swimming above a colorful coral reef. \n"
}
] | null | null |
00100001112
|
USIS10K/val/val_01113.jpg
|
[
{
"from": "human",
"value": "<image>\nOffer a concise description of the image."
},
{
"from": "gpt",
"value": "The photo shows a rocky underwater seabed with three striped fish swimming around. \n"
}
] | null | null |
00200001185
|
USIS10K/train/train_01186.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you provide a short description of the image?"
},
{
"from": "gpt",
"value": "A light blue fish is swimming over a colorful coral reef with brown and yellow branching corals."
}
] | null | null |
00200005049
|
USIS10K/train/train_05050.jpg
|
[
{
"from": "human",
"value": "<image>\nOffer a concise description of the image."
},
{
"from": "gpt",
"value": "A diver in a black wetsuit, wearing fins and an air tank, is floating above a coral reef, holding a device. A white line extends in front of them."
}
] | null | null |
00200005648
|
USIS10K/train/train_05649.jpg
|
[
{
"from": "human",
"value": "<image>\nPlease give a succinct description of what is shown in this image."
},
{
"from": "gpt",
"value": "A yellow-faced surgeonfish with black body hides among the branching stony coral on a reef."
}
] | null | null |
00200006559
|
USIS10K/train/train_06560.jpg
|
[
{
"from": "human",
"value": "<image>\nCan you give a brief description of this image?"
},
{
"from": "gpt",
"value": "A hawksbill sea turtle swims through blue water, with a rocky reef visible in the background."
}
] | null | null |
00000001358
|
USIS10K/test/test_01359.jpg
|
[
{
"from": "human",
"value": "<image>\nWrite a short description for the image."
},
{
"from": "gpt",
"value": "A pink and red starfish crawls across a rocky seabed."
}
] | null | null |
00200001503
|
USIS10K/train/train_01504.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you provide a short description of the image?"
},
{
"from": "gpt",
"value": "A lionfish with outstretched fins rests on the seabed, with a blue and black scuba fin visible in the corner and a coral reef background."
}
] | null | null |
00000000624
|
USIS10K/test/test_00625.jpg
|
[
{
"from": "human",
"value": "<image>\nProvide a brief description of the image."
},
{
"from": "gpt",
"value": "An orange-yellow honeycomb sponge sits on textured sand on the seafloor, with a few small fish visible near it."
}
] | null | null |
00200003819
|
USIS10K/train/train_03820.jpg
|
[
{
"from": "human",
"value": "<image>\nGive a short description of the scene."
},
{
"from": "gpt",
"value": "A white pufferfish with yellow fins and black speckles swims near a green and brown coral reef in clear blue water."
}
] | null | null |
00000001387
|
USIS10K/test/test_01388.jpg
|
[
{
"from": "human",
"value": "<image>\nCould you provide a short description of the image?"
},
{
"from": "gpt",
"value": "A long, thin, striped Trumpetfish swims through clear water, surrounded by sandy sea floor and tan coral formations."
}
] | null | null |
00200001231
|
USIS10K/train/train_01232.jpg
|
[
{
"from": "human",
"value": "<image>\nGive a short description of the image."
},
{
"from": "gpt",
"value": "A blue-spotted ray lies on the sandy ocean floor."
}
] | null | null |
End of preview. Expand
in Data Studio
NautData
Paper | Project Page | Code
NautData is a large-scale underwater instruction-following dataset containing 1.45 million image-text pairs. It was constructed to bridge the gap in large-scale underwater multi-task instruction-tuning datasets, which are crucial for advancing underwater scene understanding methods. The dataset enables the development and thorough evaluation of underwater Large Multimodal Models (LMMs).
This dataset was introduced in the paper NAUTILUS: A Large Multimodal Model for Underwater Scene Understanding. The paper also proposes the NAUTILUS model, which incorporates a Vision Feature Enhancement (VFE) module to explicitly restore clear underwater information and improve robustness against image degradation.
This Hugging Face repository (Wang017/NautData) specifically contains the processed images that form part of the NautData dataset. For the corresponding instruction-tuning annotation files, please refer to the Wang017/NautData-Instruct dataset on the Hugging Face Hub.
Supported Tasks
NautData supports eight underwater scene understanding tasks across image, region, and object levels, facilitating comprehensive analysis:
- Classification: Coarse-grained and fine-grained image classification.
- Captioning: Image-level and region-level description generation.
- Grounding: Referring expression comprehension and localization.
- Detection: Object detection within underwater scenes.
- Visual Question Answering (VQA): Answering questions about images.
- Counting: Counting specific objects or entities.
Sample Usage
The following snippets, adapted from the project's GitHub repository, demonstrate how to perform single-sample inference using models trained on NautData (NAUTILUS variants). These examples illustrate how the dataset can be utilized for various underwater scene understanding tasks.
NAUTILUS(LLaVA) Inference
cd LLaVA
CUDA_VISIBLE_DEVICES=0 python scripts/inference/inference.py --model-path "path to checkpoint" --model-base "models--liuhaotian--llava-v1.5-7b" --dinov2-weight "path to dinov2" --image "path to image" --prompt "question"
# prompt default is "Describe the image"
NAUTILUS(Qwen) Inference
cd qwen-vl-finetune
CUDA_VISIBLE_DEVICES=0 python scripts/inference.py --checkpoint "path to checkpoint" --image "path to image" --prompt "question"
# prompt default is "Describe the image"
For more detailed usage, including dataset preparation, training, and evaluation, please refer to the official GitHub repository.
Citation
If you find NautData or the NAUTILUS project useful in your research, please consider citing the associated paper:
@inproceedings{xu2025nautilus,
title={NAUTILUS: A Large Multimodal Model for Underwater Scene Understanding},
author={Xu, Wei and Wang, Cheng and Liang, Dingkang and Zhao, Zongchuang and Jiang, Xingyu and Zhang, Peng and Bai, Xiang},
booktitle={Advances in Neural Information Processing Systems},
year={2025}
}
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