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SotA/Medical/Image Generation/WISE

Image Generation on WISE

Metric: Physics (higher is better)

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#Model↕Physics▼Extra DataPaperDate↕Code
1Bagel (w/ cot)0.75NoEmerging Properties in Unified Multimodal Pretra...2025-05-20Code
2MindOmni (w/ cot)0.72NoMindOmni: Unleashing Reasoning Generation in Vis...2025-05-19Code
3MetaQuery-XL0.63NoTransfer between Modalities with MetaQueries2025-04-08-
4Bagel0.6NoEmerging Properties in Unified Multimodal Pretra...2025-05-20Code
5UniWorld-V10.59NoUniWorld-V1: High-Resolution Semantic Encoders f...2025-06-03Code
6PixArt-XL-2-1024-MS0.56NoPixArt-$α$: Fast Training of Diffusion Transform...2023-09-30Code
7stable-diffusion-3.5-large0.52NoScaling Rectified Flow Transformers for High-Res...2024-03-05Code
8MindOmni (w/o cot)0.52NoMindOmni: Unleashing Reasoning Generation in Vis...2025-05-19Code
9Playground-v2.5-1024px-aesthetic0.48NoPlayground v2.5: Three Insights towards Enhancin...2024-02-27-
10Show-o0.46NoShow-o: One Single Transformer to Unify Multimod...2024-08-22Code
11stable-diffusion-xl-base-0.90.45NoSDXL: Improving Latent Diffusion Models for High...2023-07-04Code
12Emu3-gen0.45NoEmu3: Next-Token Prediction is All You Need2024-09-27Code
13Janus-pro0.42NoJanus-Pro: Unified Multimodal Understanding and ...2025-01-29Code
14Janus0.3NoJanus: Decoupling Visual Encoding for Unified Mu...2024-10-17Code