EditScore: Unlocking Online RL for Image Editing via High-Fidelity Reward Modeling
Paper • 2509.23909 • Published • 34
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key string | task_type string | instruction string | expected_scores list | conversations list | images list |
|---|---|---|---|---|---|
63211 | text_change | Change the title 'After Birth' to 'Before Birth'. | [
24,
25
] | [{"from":"human","value":"<image>\nYou are a professional digital artist. You will have to evaluate (...TRUNCATED) | [{"bytes":"iVBORw0KGgoAAAANSUhEUgAAAU0AAAH0CAIAAAA2V+guAAEAAElEQVR4nCz955PlZ37dCT7++bnrb3qfWd5XoYACC(...TRUNCATED) |
49547 | style | Apply a neon glow effect to the woman and the skateboard. | [
22,
24
] | [{"from":"human","value":"<image>\nYou are a professional digital artist. You will have to evaluate (...TRUNCATED) | [{"bytes":"iVBORw0KGgoAAAANSUhEUgAABOYAAANECAIAAACb7bcWAAEAAElEQVR4nGz9y7YkyY4rCAIU2x5576BX9Rf0T9aX1(...TRUNCATED) |
72369 | background | Replace the office background with a home study setting | [
23,
24
] | [{"from":"human","value":"<image>\nYou are a professional digital artist. You will have to evaluate (...TRUNCATED) | [{"bytes":"iVBORw0KGgoAAAANSUhEUgAABOYAAANECAIAAACb7bcWAAEAAElEQVR4nNz925JlOa4sirmDM7J6LUlmetRf6P8/S(...TRUNCATED) |
38197 | material_alter | Make the book cover material from glossy leather. | [
18,
17
] | [{"from":"human","value":"<image>\nYou are a professional digital artist. You will have to evaluate (...TRUNCATED) | [{"bytes":"iVBORw0KGgoAAAANSUhEUgAAArAAAAQACAIAAACWPP2uAAEAAElEQVR4nKz9Wa8kSbImiH2yqJq5nyWWzKpbVV339(...TRUNCATED) |
6649 | subject_replace | Change the laptop screen to display a city skyline | [
23,
25
] | [{"from":"human","value":"<image>\nYou are a professional digital artist. You will have to evaluate (...TRUNCATED) | [{"bytes":"iVBORw0KGgoAAAANSUhEUgAAA0QAAATmCAIAAACOCPYSAAEAAElEQVR4nOz925IlyZIdiC1VNfcdmVlV55zu6eGAF(...TRUNCATED) |
83087 | style | "Transform the alleyway scene into a Pixar-style animation, with the shops and buildings retaining t(...TRUNCATED) | [
22,
24
] | [{"from":"human","value":"<image>\nYou are a professional digital artist. You will have to evaluate (...TRUNCATED) | [{"bytes":"iVBORw0KGgoAAAANSUhEUgAABOUAAANECAIAAABw2gwVAAEAAElEQVR4nIT9WbMsSXIeCH6fmrlHnO3u9+ZWlVUFF(...TRUNCATED) |
33689 | subject_remove | remove the hands holding the coffee cup | [
4,
3
] | [{"from":"human","value":"<image>\nYou are a professional digital artist. You will have to evaluate (...TRUNCATED) | [{"bytes":"iVBORw0KGgoAAAANSUhEUgAAA0QAAATmCAIAAACOCPYSAAEAAElEQVR4nOT927ojOY4lDK4FmuSR1T3POHdzNw/eP(...TRUNCATED) |
84627 | color_alter | change the color of the volleyball to blue and green | [
22,
24
] | [{"from":"human","value":"<image>\nYou are a professional digital artist. You will have to evaluate (...TRUNCATED) | [{"bytes":"iVBORw0KGgoAAAANSUhEUgAABOYAAANDCAIAAACG6IeuAAEAAElEQVR4nHT96ZZlyW0mCgIw29MZfYqIjIxMkqKKp(...TRUNCATED) |
42259 | motion_change | Make the finger press the '0' button instead of the '6' button. | [
19,
18
] | [{"from":"human","value":"<image>\nYou are a professional digital artist. You will have to evaluate (...TRUNCATED) | [{"bytes":"iVBORw0KGgoAAAANSUhEUgAABAAAAAJACAIAAACc94OCAAEAAElEQVR4nFz9baIkOY4kCApAqj33yKyv7tmz7QnmV(...TRUNCATED) |
37775 | material_alter | Replace the desk lamp with a solar-powered LED lamp. | [
24,
23
] | [{"from":"human","value":"<image>\nYou are a professional digital artist. You will have to evaluate (...TRUNCATED) | [{"bytes":"iVBORw0KGgoAAAANSUhEUgAABAAAAAKwCAIAAACJZZqbAAEAAElEQVR4nMT9aZMkOZI2iD2qgJl7eByZlXV0T3fP0(...TRUNCATED) |
End of preview.
Introduction
Training data for EditScore.
Usage
# meta file: reward.json
# images:
cat images_part_* > images.tar.gz && tar -xzvf images.tar.gz
Citation
@article{luo2025editscore,
title={EditScore: Unlocking Online RL for Image Editing via High-Fidelity Reward Modeling},
author={Xin Luo and Jiahao Wang and Chenyuan Wu and Shitao Xiao and Xiyan Jiang and Defu Lian and Jiajun Zhang and Dong Liu and Zheng Liu},
journal={arXiv preprint arXiv:2509.23909},
year={2025}
}
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