ML Research Wiki / Benchmarks / Image Editing / ImgEdit-Data

ImgEdit-Data

Image Editing Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: Overall

Top Performing Models

Rank Model Paper Overall Date Code
1 BAGEL-NHR-EDIT 📚 NoHumansRequired: Autonomous High-Quality Image Editing Triplet Mining 4.19 2025-07-18 -
2 Step1X-Edit Step1X-Edit: A Practical Framework for General Image Editing 3.88 2025-04-24 📦 stepfun-ai/step1x-edit
3 UniWorld-V1 UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation 3.82 2025-06-03 📦 PKU-YuanGroup/UniWorld-V1 📦 pku-yuangroup/imgedit
4 ICEdit In-Context Editing: Learning Knowledge from Self-Induced Distributions 3.58 2024-06-17 📦 bigai-ai/ICE 📦 EVOKE-LMM/EVOKE
5 BAGEL Emerging Properties in Unified Multimodal Pretraining 3.56 2025-05-20 📦 ByteDance-Seed/Bagel 📦 neverbiasu/ComfyUI-BAGEL
6 UltraEdit UltraEdit: Instruction-based Fine-Grained Image Editing at Scale 3.44 2024-07-07 📦 pkunlp-icler/ultraedit
7 AnyEdit AnyEdit: Edit Any Knowledge Encoded in Language Models 3.18 2025-02-08 -
8 MagicBrush MagicBrush: A Manually Annotated Dataset for Instruction-Guided Image Editing 2.84 2023-06-16 📦 osu-nlp-group/magicbrush
9 Instruct-Pix2Pix InstructPix2Pix: Learning to Follow Image Editing Instructions 2.45 2022-11-17 📦 huggingface/diffusers 📦 timothybrooks/instruct-pix2pix 📦 mv-lab/InstructIR

All Papers (9)

stepfun-ai/step1x-edit
PKU-YuanGroup/UniWorld-V1 pku-yuangroup/imgedit
bigai-ai/ICE EVOKE-LMM/EVOKE
ByteDance-Seed/Bagel neverbiasu/ComfyUI-BAGEL
pkunlp-icler/ultraedit
osu-nlp-group/magicbrush
huggingface/diffusers timothybrooks/instruct-pix2pix