arxiv: arxiv.org/abs/2509.04582

DragBench Dataset

A benchmark dataset for drag-based image editing evaluation, consisting of two subsets with additional annotations for Inpaint4Drag method evaluation.

Dataset Overview

DragBench provides standardized evaluation data for interactive point-based image editing research. The dataset combines:

• DragBench-DR (205 samples): Modified version of DragBench-D from DragDiffusion
• DragBench-SR (100 samples): Modified version of DragBench-S from SDE-Drag

Both subsets include additional annotations for Inpaint4Drag method evaluation.

Dataset Structure

drag_data/
├── dragbench-dr/          # DragBench-DR (205 samples)
│   ├── animals/
│   │   ├── sample_001/
│   │   │   ├── original_image.png
│   │   │   ├── meta_data.pkl
│   │   │   ├── user_drag.png
│   │   │   ├── meta_data_i4p.pkl
│   │   │   └── user_drag_i4p.png
│   │   └── ...
│   └── [other_categories]/
└── dragbench-sr/          # DragBench-SR (100 samples)
    ├── sample_001/
    │   ├── original_image.png
    │   ├── meta_data.pkl
    │   ├── user_drag.png
    │   ├── meta_data_i4p.pkl
    │   └── user_drag_i4p.png
    └── ...

File Descriptions

Each sample contains the following files:

Core Files

• original_image.png: The input image to be edited
• meta_data.pkl: Annotation data containing editing instructions and metadata
• user_drag.png: Visualization of the original drag editing annotation

Inpaint4Drag Annotations

• meta_data_i4p.pkl: Additional annotation for Inpaint4Drag method evaluation
• user_drag_i4p.png: Visualization of the Inpaint4Drag (I4P) annotation

Metadata Format

meta_data.pkl

{
    'prompt': str,  # Text prompt describing the desired output image
    'points': list, # Point coordinates [(x1,y1), (x2,y2), ..., (xn,yn)]
                   # Format: handle_point1, target_point1, handle_point2, target_point2, ...
    'mask': array  # Binary mask specifying the editable area
}

meta_data_i4p.pkl

{
    'points': list, # Point coordinates with same editing intent as original annotation
    'mask': array  # Binary mask specifying the deformable region for I4P method
}