Datasets:

Yixuan-Ding-ZJU
/

RE-Edit

subset stringclasses 5 values	edit_instruction_en stringlengths 14 288	rationale_short_en stringlengths 38 289	edit_instruction stringlengths 4 96	rationale_short stringlengths 11 118
physical	Fill the glass with orange juice	If surface tilt or distorted refraction appears, perspective inconsistency occurs.	将玻璃杯内装满橙汁	若液面倾斜或折射异常，将透视与折射逻辑错误。
physical	Fill the glass with cola	If surface tilt or distorted refraction appears, perspective inconsistency occurs.	将玻璃杯内装满可乐	若液面倾斜或折射异常，将透视与折射逻辑错误。
physical	Fill the glass with white water	If surface tilt or distorted refraction appears, perspective inconsistency occurs.	将玻璃杯内装满白水	若液面倾斜或折射异常，将透视与折射逻辑错误。
physical	Fill the glass with beer	If surface tilt or distorted refraction appears, perspective inconsistency occurs.	将玻璃杯内装满啤酒	若液面倾斜或折射异常，将透视与折射逻辑错误。
physical	Change to a nighttime scene without rain.	If the reflection in the water pit is still blurry, the light reflection logic is incorrect.	改为未下雨的夜晚场景。	若水坑反射仍模糊，则光反射逻辑出错。
physical	Change the shooting angle to a high-angle overhead	If table legs distort or vanishing lines misalign, perspective-geometry error occurs.	将拍摄视角改为高视角俯拍	若桌腿比例失真或消失点错误，将透视逻辑不符。
physical	Change the shooting angle to a flat, eye-level perspective	If table legs distort or vanishing lines misalign, perspective-geometry error occurs.	将拍摄视角改为平视角平拍	若桌腿比例失真或消失点错误，将透视逻辑不符。
physical	Change the woman's feet to be lifted out of the water	If either foot touches the water or there are still ripples on the water surface, the physical contact is not met.	将女子双脚改为抬出水面	若双脚仍接触水面或者水面仍有波纹，则物理接触不符。
physical	Change the woman's feet to be gently submerged in water	If foot not submerged or ripples mismatch contact point, physical contact is not met.	将女子双脚改为轻轻浸入水中	若脚未浸或波纹不符合接触点，将物理接触不符。
physical	Change the time to evening	If the light is still bright or the shadows remain unchanged, it contradicts physical reality,	将时间改为傍晚	若光线仍明亮或影子仍保持不变，则与物理现实不符
physical	Change the skier from a double-ski skier to a snowboarder	If the skier's feet remain in the same position or cross, it contradicts physical reality.	将双板滑雪者改为单板滑雪者	若滑雪者双脚位置没有变化或交错则与物理现实不符
physical	Change the snowboarding to a skier	If the skier's feet remain in the same position or cross, it contradicts physical reality.	将单板滑雪者改为双板滑雪者	若滑雪者双脚位置没有变化或交错则与物理现实不符
physical	Change the bonfire to an extinguished state.	If the water surface fire reflection remains unchanged, it contradicts the physical law.	将篝火改为熄灭状态。	若水面的火光反射没有变化则不符合物理规律
physical	Move the bonfire to the right side of the image	If the water surface fire reflection remains unchanged, it contradicts the physical law.	将篝火移动到画面右侧	若水面的火光反射没有变化则不符合物理规律
physical	Change the shooting angle to a straight-on view of the building on the left side of the frame	If reflection content stays identical, mirror-physics mismatch occurs.	将拍摄角度改成画面建筑左侧正视角正拍	若反射内容角度未变，将视角与镜像逻辑不符。
physical	Change the shooting angle to a straight-on view from the right side of the building in the frame	If reflection content stays identical, mirror-physics mismatch occurs.	将拍摄角度改成画面建筑右侧正视角正拍	若反射内容角度未变，将视角与镜像逻辑不符。
physical	Change the light source from the left side to the top side	If the highlight is still on the left side or the shadow direction is still facing the right, then the lighting direction is physically incorrect.	将光源从左侧照射改为从上方照射	若高光仍在左侧或者影子方向仍朝向右方，则光照方向物理错误。
physical	Change the light source from the left side to the right side	If the highlight is still on the right side or the shadow direction is still facing the right, then the lighting direction is physically incorrect.	将光源从左侧照射改为从右侧照射	若高光仍在右侧或者影子方向仍朝向右方，则光照方向物理错误。
physical	Modify to a scene of a successful slam dunk	If the body posture remains unchanged, it contradicts the physical trend.	修改为灌篮成功的场景	若人物姿态未发生变化，则不符合物理趋势。
physical	Change the camera angle to an upward view	If the view perspective remains unchanged, it contradicts the physical trend.	将画面视角改为仰视	若视角未发生变化，则不符合物理趋势。
physical	Change the view angle to top-down	If the view perspective remains unchanged, it contradicts the physical trend.	将画面视角改为俯视	若视角未发生变化，则不符合物理趋势。
physical	Change the vase to an oval opaque vase	If the shadow shape of the vase has not changed, it contradicts the scene.	将花瓶改为椭圆不透明的花瓶	若花瓶的影子形状并未发生对应的变化则不符合场景
physical	Change the vase into a square vase	If the shadow shape of the vase has not changed, it contradicts the scene.	将花瓶改为正方形花瓶	若花瓶的影子形状并未发生对应的变化则不符合场景
physical	Change the bouquet in the vase to a single rose	If the shadow shape of the vase has not changed, it contradicts the scene.	将花瓶中的花束改为单独一朵玫瑰花	若花束的影子形状并未发生对应的变化则不符合场景
physical	Change the vase to a square opaque vase, and change the bouquet to a single rose.	If the shadow shape of the vase has not changed, it contradicts the scene.	将花瓶改为正方形不透明的花瓶，花束改为单独一朵玫瑰花	若花束的影子形状并未发生对应的变化则不符合场景
physical	Change the vase to an oval opaque vase, and change the bouquet to a single rose.	If the shadow shape of the vase has not changed, it contradicts the scene.	将花瓶改为椭圆不透明的花瓶，花束改为单独一朵玫瑰花	若花束的影子形状并未发生对应的变化则不符合场景
physical	Modify the scene to show waves crashing onto the sandy beach	If the boat floats or loses ground contact, support-consistency error occurs.	将画面修改为海浪涌上沙滩	若沙滩上的反光未变化则不合理。
physical	Change the door to open outward	If the shadow on the ground has not changed, it contradicts the physical law.	将门改为向外打开	若地面影子并为发生变化，则不符合物理规律
physical	Change the door to open inward	If the shadow on the ground has not changed, it contradicts the physical law.	将门改为向内打开	若地面影子并为发生变化，则不符合物理规律
physical	Fill the glass with red wine	If the metal fork is still visible through the cup, it does not conform to the physical perspective law.	将玻璃杯中装满红酒	若杯中仍能看到透视的金属叉子，则不符合物理透视规律
physical	Fill the glass with red wine	If the transparent wooden chopsticks can still be seen in the cup, it does not conform to the physical light laws.	将玻璃杯中装满红酒	若杯中仍能看到透视的木质筷子，则不符合物理光绪规律
physical	Change the scene to show wind blowing	If reflections remain still, reflection-physics inconsistency occurs.	将画面改为起风了	若倒影静止或形变方向错，将反射物理不符。
physical	Modify the scene to a windless environment	The lake surface should return to calm, and the tree reflections should no longer be distorted.	将画面修改为无风环境	湖面应恢复平静，树木倒影不再扭曲
physical	Modify to a windless scene	If the fabric still moves, it contradicts the physical law.	修改为无风场景	若衣角仍然飘起，则不符合物理规律
physical	Change the scene to show the train departing from the platform	If the track is still bright, it does not conform to physical laws	将画面改为列车驶离火车月台后的场景	若轨道仍亮，则不符合物理规律
physical	Change to cyclists riding a bicycle uphill	If shadow direction conflicts, illumination-logic mismatch occurs.	改为骑行者骑着自行车上坡	若阴影朝向混乱，将照射方向逻辑不符。
physical	Change the white bed to a yellow bed.	If reflection unchanged, mirror-geometry inconsistency occurs.	将白色床铺变为黄色床铺。	若镜中未变，将反射一致性错误。
physical	Change the wooden shelf to a glass shelf	If the glass shelf has no correct perspective effect, it does not conform to physical laws.	将木质架改为玻璃架	若修改后的玻璃架无正确透视效果，则不符合物理逻辑
physical	Change the time to noon 12 o'clock	If shadows stay unchanged, illumination-logic inconsistency occurs.	将时间改为正午12点	若阴影未随太阳位置变化，将光照逻辑错误。
physical	Change the glass table to a wooden tabletop	If the reflection still exists, it does not conform to the physical laws	将玻璃桌改为木质桌面	若反射仍然存在，则不符合物理规律
physical	Change the glass table to a stone tabletop	If the reflection still exists, it does not conform to the physical laws	将玻璃桌改为石质桌面	若反射仍然存在，则不符合物理规律
physical	Change the wooden table to a glass tabletop	If there is no corresponding reflection content, it does not conform to the physical laws	将木头桌改为玻璃桌面	若无对应反射内容，则不符合物理
physical	Change the stone table to a glass tabletop	If there is no corresponding reflection content, it does not conform to the physical laws	将石头桌改为玻璃桌面	若无对应反射内容，则不符合物理
physical	Remove the umbrella held by the pedestrian	If water accumulation still exists as the umbrella's reflection, it does not conform to physics.	去除行人手中的伞	若积水仍存在伞的倒影，则不符合物理。
physical	Change the sky to overcast with thick clouds	If the water accumulation does not correspond to the reflection of the overcast sky, it does not conform to the physical laws.	将天空改为阴云密布	若积水只未对应出现阴云的倒影，则不符合物理规律
physical	Turn off the light source on the left	If the shadow does not change accordingly, it does not conform to the physical laws.	关闭左侧灯源	若影子未发生对应的变化，则物理不符
physical	Change the spotlight to shine from the left toward the skateboarder	If the shadow direction does not change accordingly, it does not conform to the physical laws.	将聚光灯改为从左侧照向滑板少年	若影子方向未发生对应的变化，则物理不符
physical	Change the spotlight to shine from the right toward the skateboarder	If the shadow direction does not change accordingly, it does not conform to the physical laws.	将聚光灯改为从右侧照向滑板少年	若影子方向未发生对应的变化，则物理不符
physical	Change the time to evening	If bed shadow stays centered, illumination-geometry mismatch occurs.	将时间改为傍晚时分	若床阴影仍在原处，将光投射逻辑错误。
physical	Turn off the streetlights	If ground remains lit, energy-decay inconsistency occurs.	关闭路灯	若亮区仍存在，将能量传播逻辑错误。
physical	Add two elderly people sitting on a park bench	If the shadow of the ground does not change, it does not conform to the physical laws.	添加两位老人坐在公园长椅上	若地面的影子未发生变化，则物理不符
physical	Adjust to a flat-angle shot	If proportions distort, perspective-geometry mismatch occurs.	调整为平视角拍摄	若水果尺寸不合或透视塌陷，将比例逻辑错误。
physical	Change to noon lighting	If direction unchanged, solar-time inconsistency occurs.	改为正午光照	若光线角度未变，将时间光学逻辑错误。
physical	Change the glass bottle to a wooden bottle	If there is still reflective light on the bottle surface, it does not meet	将玻璃瓶均修改为木质瓶	若瓶面仍有反射光，则不符
physical	Turn off the bus headlights	If there is still light on the road surface, it is physically inconsistent.	关闭公交车车灯	若马路地面仍有光线，则物理不符
physical	Turn off the bus headlights	If there is still light on the road surface, it is physically inconsistent.	关闭公交车车灯	若马路地面仍有光线，则物理不符
physical	Change the bus headlight color to white	If the color of the light mapped by the road does not change, it does not conform to the laws of physics.	将公交车车灯颜色改为白色	若马路映射的光线颜色未变，则不符合物理规律
physical	Change the bus headlight color to yellow	If the color of the light mapped by the road does not change, it does not conform to the laws of physics.	将公交车车灯颜色改为黄色	若马路映射的光线颜色未变，则不符合物理规律
physical	Change the camera angle to a right-side view	If the shadow is inconsistent with the light source, it is not physically consistent.	将相机角度改为右侧面视角拍摄	若影子与光源不一致，则物理不符合。
physical	Change the camera angle to a left-side view shot	If the shadow is inconsistent with the light source, it is not physically consistent.	将相机角度改为左侧面视角拍摄	若影子与光源不一致，则物理不符合。
physical	Change the glass windows inside the office into walls	If the internal light remains unchanged, it does not conform to the laws of physics.	将办公室内部的玻璃窗户修改为墙壁	若内部光线仍保持不变，则不符合物理规律
physical	Increase the speed to running.	The blur of the legs should be increased.	将速度加快为快跑。	双腿的模糊程度应增加。
physical	Increase the exposure time to make the light trails longer and brighter	If trail length or brightness does not increase, optical-exposure inconsistency occurs.	延长曝光时间使光轨变长且更亮	若光轨长度或亮度未增加，将摄影光学逻辑错误。
physical	Change the wind direction to blow from the left	If the sail still bulges to the original side, aerodynamic logic is inconsistent.	将风向改为从左侧吹来	若帆仍朝原方向鼓起，将气动力逻辑错误。
physical	Change the wind direction to blow from the right	If the sail still bulges to the original side, aerodynamic logic is inconsistent.	将风向改为从右侧吹来	若帆仍朝原方向鼓起，将气动力逻辑错误。
physical	Change the desktop to a glossy polished material	If no specular highlights appear, material-light interaction is inconsistent.	将桌面改为高光抛光材质	若仍无高光反射，将材质能量逻辑错误。
physical	Change to direct sunlight on a sunny day	If highlights are still absent, illumination logic is incorrect.	改为晴天直射阳光	若仍无亮斑，将光照条件逻辑错误。
physical	Let the paddle go deep into the water and create splashes	If the surface remains calm, motion-phase inconsistency occurs.	让桨深入水中并激起水花	若水面仍平静，将动作阶段逻辑错误。
physical	Change to the stage where the ball rises after being hit	If the ball still touches the floor, motion-phase logic error occurs.	改为球被击中后上升阶段	若球仍触地，将运动阶段逻辑错误。
physical	Change the fountain to a high-pressure state, with the water jet rising higher and expanding its scattering range.	If the column remains short, kinetic-energy logic is inconsistent.	将喷泉改为高喷状态，水柱升得更高且散射范围扩大。	若水柱仍过低，将动能逻辑不符。
physical	Change the cup to transparent glass material	If only reflection remains without refraction, optical-material mismatch occurs.	将杯改为透明玻璃材质	若仍仅反射无折射，将材质光学逻辑错误。
physical	Change to the hiker on a sunlit ridge	If the scene remains dim, illumination-energy logic is incorrect.	改为登山者位于阳光直射的山脊上	若环境仍昏暗，将能量传播逻辑错误。
physical	Change to heavy fog	If beams remain sharp, scattering-physics logic is inconsistent.	改为浓雾笼罩	若光束仍清晰，将散射逻辑错误。
physical	After turning off the light, retain only the faint light from outside the window	If brightness unchanged, illumination-logic mismatch occurs.	关闭灯后只保留窗外微光	若桌面仍强亮，将光源逻辑错误。
physical	Turn on the light	Overall light strain variable, with obvious light and shadow contrast around.	将灯点亮	整体光线应变量，周围有明显的光影对比。
physical	Change the time to early morning.	If shadows remain vertical, solar-angle logic is incorrect.	将时间改为清晨。	若阴影仍垂直，将太阳高度逻辑错误。
physical	Change the time to evening	If shadows remain vertical, solar-angle logic is incorrect.	将时间改为傍晚时分	若阴影仍垂直，将太阳高度逻辑错误。
physical	Change to nighttime artificial lighting	If reflections stay diffused, light-source logic is inconsistent.	改为夜间人工灯光照明	若反射仍柔和，将光源能量逻辑错误。
physical	Change to front-facing sunlight illumination	If lighting remains from behind, illumination-direction logic is wrong.	改为前向阳光照射	若仍背光，将光照方向逻辑错误。
physical	Change the floor material to polished	If no mirror reflection appears, optical-material mismatch occurs.	将地板改为抛光材质	若仍无镜像，将材质光学逻辑错误。
physical	Change to daytime direct sunlight	If shadows remain cool and faint, light-temperature logic fails.	改为白天阳光直射	若阴影仍浅冷，将光源色温逻辑错误。
physical	Change to a calm water scene with no wind	If reflection stays broken, fluid-dynamics logic fails.	改为无风静水场景	若倒影仍破碎，将流体动力逻辑错误。
physical	Change to a bright daylight lighting environment	If reflections stay dim and warm, light-temperature logic is wrong.	改为白天冷光环境	若仍昏黄暗淡，将照明色温逻辑错误。
physical	Change to windmill rotation state	If shadows stay still, motion-physics logic fails.	改为风车旋转状态	若阴影不动，将运动逻辑错误。
physical	Change to an overcast soft light environment	If strong highlights persist, illumination logic fails.	改为阴天柔光环境	若仍强烈高对比，将光照逻辑错误。
physical	Change the neon light to a blue light source	If red hue remains, color-spectrum logic is incorrect.	将霓虹灯改为蓝色光源	若反射仍红，将光谱逻辑错误。
physical	Change the neon light to a green light source	If red hue remains, color-spectrum logic is incorrect.	将霓虹灯改为绿色光源	若反射仍红，将光谱逻辑错误。
physical	Change the neon light to a purple light source	If red hue remains, color-spectrum logic is incorrect.	将霓虹灯改为紫色光源	若反射仍红，将光谱逻辑错误。
physical	Add a second side light to soften the shadow and create a smooth transition.	If shadow remains harsh, multiple-light physics inconsistency occurs.	添加第二束侧光使影子减弱并形成柔和过渡。	若仍强硬单影，将光源逻辑错误。
physical	Change to room temperature coffee	If steam remains, thermal-physics inconsistency occurs.	改为常温的咖啡	若蒸汽仍明显，将热能逻辑错误。
physical	Change to cooled coffee	If steam remains, thermal-physics inconsistency occurs.	改为冷却后的咖啡	若蒸汽仍明显，将热能逻辑错误。
physical	Change the floor to a wooden hard floor	If rebound not higher, material-elasticity logic is wrong.	将地板改为木质硬地板	若弹力不增强，将材质动力学逻辑错误。
physical	Change to fully open glass door	If still dim, occlusion-illumination logic fails.	改为玻璃门完全敞开	若室内仍昏暗，将遮挡逻辑错误。
physical	Change to still air condition	If ripples persist, hydrodynamics logic is inconsistent.	改为无风状态	若仍有波纹，将流体静力逻辑错误。
physical	Change the perspective to a side view under sunset lighting	If color temperature unchanged, perspective-illumination logic fails.	将视角改为侧面并在日落光照下	若色温未变，将反射几何逻辑错误。
physical	Turn on the light strip below the wall cabinet	If shadows stay dark, multi-light interaction logic fails.	打开吊柜下方灯带	若阴影仍浓重，将光源叠加逻辑错误。
physical	Change to snowy ground	If still fully flat, contact-support logic fails.	改为积雪地面	若车仍浮在表面，将支撑逻辑错误。
physical	Change to a sunset scene in the evening	If cool tone persists, atmospheric-light logic fails.	改为傍晚日落场景	若仍冷蓝调，将气象光学逻辑错误。
physical	Change to top vertical lighting	If shadows stay lateral, light-direction logic fails.	改为顶部垂直光照	若阴影仍侧偏，将光源方向逻辑错误。
physical	Add a gentle breeze disturbance.	If mirror remains perfect, motion-fluid logic fails.	加入微风扰动。	若水面仍静止，将动力逻辑错误。

End of preview. Expand in Data Studio

Is This Edit Correct? A Multi-Dimensional Benchmark for Reasoning-Aware Image Editing

Yixuan Ding¹ · Wei Huang² · Ruijie Quan¹ · Xiaojun Qi² · Yang Yi¹

¹ReLER Lab, CCAI, Zhejiang University, Hangzhou, China
²The University of Hong Kong, Hong Kong SAR

🔥 News

[2026.2.12] 📄 RE-Edit paper released on arXiv.
[2026.2.12] 📊 RE-Edit benchmark released on huggingface.
[2026.2.12] 📊 EditRefine model weight released on huggingface.
More updates coming soon – stay tuned and ⭐ star the repo!

TODO

Release paper.
Release RE-Edit benchmark.
Release EditRefine model weight.
Release evaluation pipeline & inference repo.
Release project page.

📖 Abstract

In this work, we introduce RE-Edit, a benchmark for REasoning-aware image Editing that evaluates image editing systems across five complementary reasoning dimensions: physical, environmental, cultural, causal, and referential. RE-Edit comprises 1,000 carefully curated samples, each designed such that visual plausibility alone is insufficient and correct editing requires satisfying implicit logical constraints. We further present a lightweight reasoning-guided post-edit baseline (EditRefine) as an initial exploration, illustrating how inserting explicit reasoning can help mitigate such failures in a model-agnostic manner.

📊 Primary Evaluation on RE-Edit

Representative open-source and commercial editors evaluated on five reasoning dimensions and two general metrics (IF, SC) by Qwen3-VL-30B; Executor-F and Executor-Q denote the FLUX.2 Dev and Qwen-Image-Edit executors, respectively.

🚀 Usage

Project Structure

RE-Edit_EditRefine/
├── README.md                                 # Documentation
├── requirements.txt                          # Dependencies
├── main.py                                   # RE-Edit Pipeline entry
├── run_editrefine_inference.py               # EditRefine Inference entry
│
├── config/                                   # EditRefine standalone module
│   ├── config_iterative_refinement.yaml      # RE-Edit Pipeline config
│   ├── config_editrefine_inference.yaml      # EditRefine Inference config
│   └── DIFFUSION_FRAMEWORK_ENV_SUMMARY.md
│
├── editrefine_inference/                     # EditRefine standalone module
│   ├── __init__.py
│   ├── config_loader.py
│   └── runner.py
│
└── src/                                      # Source code
    ├── pipeline.py
    ├── iterative_pipeline_v7.py              # Pipeline implementation
    ├── data/                                 # Data loading
    │   ├── benchmark_loader.py
    │   ├── iterative_data.py
    │   └── data_types.py
    ├── models/                               # Models
    │   ├── diffusion/                        # Image editing models (11 types)
    │   │   ├── base_diffusion.py
    │   │   └── implementations/
    │   ├── mllm/                             # MLLM for analysis cot & re-edit
    │   │   ├── base_mllm.py
    │   │   └── implementations/
    │   └── reward/                           # Reward models
    │       ├── base_reward.py
    │       └── implementations/
    ├── evaluation/                           # Evaluation & reporting
    │   ├── scorer.py
    │   └── reporter.py
    └── utils/                                # Utilities
        ├── image_utils.py
        ├── logger.py
        └── prompt_manager.py

Quick Start

1. Install Dependencies

git clone https://github.com/Yixuan-Ding-ZJU/RE-Edit.git
conda create -n RE-Edit python==3.12
conda activate RE-Edit
cd RE-Edit
pip install -r requirements.txt

2. Download RE-Edit & EditRefine

Download RE-Edit:

hf download Yixuan-Ding-ZJU/RE-Edit --repo-type dataset

After downloading, locate RE-Edit.json in the downloaded directory (typically datasets--Yixuan-Ding-ZJU--RE-Edit/RE-Edit.json) and fill the path into config/config_iterative_refinement.yaml → data-path.

Download EditRefine:

hf download Yixuan-Ding-ZJU/EditRefine

Fill the downloaded path into config/config_iterative_refinement.yaml → mllm.

3. RE-Edit Pipeline (Full Evaluation)

# Edit config to select model & settings
nano config/config_iterative_refinement.yaml
# Run evaluation
python main.py --config config/config_iterative_refinement.yaml --mode iterative

4. EditRefine Standalone Inference (Single Image)

python run_editrefine_inference.py \
  --editrefine-config config/config_editrefine_inference.yaml \
  --image /path/to/image.png \
  --instruction "Add a red hat"

RE-Edit Pipeline

Full evaluation pipeline for RE-Edit benchmark with 5 stages.

Pipeline Stages

Stage	Description
Stage 1	Primary Editing: initial edit with target diffusion model
Stage 2	EditRefine Reasoning Agent: analyze result, generate CoT reasoning & re-edit instruction
Stage 3	EditRefine Executor Engine: refine with re-edit instruction
Stage 4	Comparative Scoring: evaluate both primary & refined images
Stage 5	Statistics: aggregate metrics & generate report

Key Configuration

Evaluation Settings:

evaluation:
  output_dir: "./results_iterative"
  save_images: true
  primary_images_dir: null              # Skip Stage 1 if non-empty , load primary image from dir 
  primary_image_suffix: "_primary.png"
  skip_stage4: false                     # Skip scoring if true
  ############################# Key Point #############################
  skip_refinement: false                 # Skip EditRefine (Stage 2-3) if true, just perform evaluation of specific image edit model on RE-Edit

Diffusion Models (11 types supported, detailed see config/DIFFUSION_FRAMEWORK_ENV_SUMMARY.md):

diffusion_model:
  primary:                               # Model under evaluation
    type: step1x_edit_v1p1               # Options: multi_gpu_qwen_edit, flux2_dev,
                                         #   step1x_edit_v1p1, step1x_edit_v1p2_preview,
                                         #   janus, ovis_u1, hidream_e1, omnigen2,
                                         #   flux_kontext, dreamomni2, qwen_image_edit_2511
    params:
      model_name: "/path/to/model"
      device_ids: [0, 1, 2, 3]
      seed: 42
      num_inference_steps: 28
  refinement:                            # Fixed two EditRefine Executor Engines
    type: multi_gpu_qwen_edit
    params:
      model_name: "/path/to/qwen-edit"
      device_ids: [0, 1, 2, 3]
      seed: 42
      num_inference_steps: 1

MLLM (Reasoning Agent):

mllm:
  type: qwen25_vl
  params:
    model_name: "/path/to/qwen2.5-vl"
    device: "auto"
    batch_size: 16
    max_new_tokens: 512

Reward Model (vLLM recommended for speed):

reward_model:
  type: qwen3_vl_vllm_subprocess
  params:
    model_name: "/path/to/Qwen3-VL-30B"
    tensor_parallel_size: 4               # Must be divisor of 32 (attn heads)
    batch_size: 8
    conda_env: "yx_vllm"
    timeout: 1200

EditRefine Standalone Inference

Single-image inference: Image + Instruction → Primary Edit → EditRefine Reasoning Agent Analysis → EditRefine Execution Engine One-step Refinement → Save 4 outputs.

Features

Config: config_editrefine_inference.yaml references base_config: config_iterative_refinement.yaml (reuses diffusion_model, mllm)
Outputs: 4 files per run
- {prefix}_primary.png - primary edited image
- {prefix}_refined.png - refined edited image by EditRefine
- {prefix}_cot.txt - chain-of-thought reasoning
- {prefix}_re_edit.txt - re-edit instruction
Module: editrefine_inference/ (config_loader, runner)

Usage

With Custom Output:

python run_editrefine_inference.py \
  --editrefine-config config/config_editrefine_inference.yaml \
  --image img.png \
  --instruction "Change the sky to sunset" \
  --output-dir ./my_output \
  --output-prefix experiment_01

Optional Arguments:

--output-dir - override editrefine.output_dir in config
--output-prefix - output filename prefix (default: "editrefine")

How to Switch Image Edit Model

Edit config/config_iterative_refinement.yaml and uncomment desired model in diffusion_model.primary section. 11 models supported (see config/DIFFUSION_FRAMEWORK_ENV_SUMMARY.md for environment requirements).

Configuration Reference

Diffusion Models

11 models supported:

multi_gpu_qwen_edit - Qwen-Image-Edit
qwen_image_edit_2511 - Qwen-Image-Edit-2511
step1x_edit_v1p1 - Step1X-Edit v1p1
step1x_edit_v1p2_preview - Step1X-Edit v1p2
flux_kontext - FLUX.1-Kontext
flux2_dev - FLUX.2-dev
janus - Janus-4o-7B
ovis_u1 - Ovis-U1-3B
hidream_e1 - HiDream-E1.1
omnigen2 - OmniGen2
dreamomni2 - DreamOmni2

Evaluation Metrics

Control which metrics to evaluate:

evaluation:
  enable_sc_metric: true                 # Semantic Consistency
  enable_instruction_following_metric: true  # Instruction Following
  enable_primary_scoring: true          # Score primary images (compute improvement_rate)

Extension Guide

Add New Diffusion Model

Create implementation in src/models/diffusion/implementations/
Inherit from BaseDiffusionModel
Implement edit_image() and optionally batch_edit()
Register in iterative_pipeline_v7.py loaders
Add config template to config/config_iterative_refinement.yaml

Add New Reward Model

Create implementation in src/models/reward/implementations/
Inherit from BaseRewardModel
Implement score() method
Register in pipeline loader

License

MIT License

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Paper for Yixuan-Ding-ZJU/RE-Edit

Is This Edit Correct? A Multi-Dimensional Benchmark for Reasoning-Aware Image Editing

Paper • 2606.05172 • Published Apr 16 • 1