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SotA/Medical/Image Generation/WISE

Image Generation on WISE

Metric: Biology (higher is better)

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#Model↕Biology▼Extra DataPaperDate↕Code
1MindOmni (w/ cot)0.76NoMindOmni: Unleashing Reasoning Generation in Vis...2025-05-19Code
2Bagel (w/ cot)0.65NoEmerging Properties in Unified Multimodal Pretra...2025-05-20Code
3MetaQuery-XL0.49NoTransfer between Modalities with MetaQueries2025-04-08-
4PixArt-XL-2-1024-MS0.49NoPixArt-$α$: Fast Training of Diffusion Transform...2023-09-30Code
5UniWorld-V10.45NoUniWorld-V1: High-Resolution Semantic Encoders f...2025-06-03Code
6Bagel0.44NoEmerging Properties in Unified Multimodal Pretra...2025-05-20Code
7stable-diffusion-3.5-large0.44NoScaling Rectified Flow Transformers for High-Res...2024-03-05Code
8stable-diffusion-xl-base-0.90.44NoSDXL: Improving Latent Diffusion Models for High...2023-07-04Code
9Playground-v2.5-1024px-aesthetic0.43NoPlayground v2.5: Three Insights towards Enhancin...2024-02-27-
10Emu3-gen0.41NoEmu3: Next-Token Prediction is All You Need2024-09-27Code
11MindOmni (w/o cot)0.36NoMindOmni: Unleashing Reasoning Generation in Vis...2025-05-19Code
12Janus-pro0.36NoJanus-Pro: Unified Multimodal Understanding and ...2025-01-29Code
13Show-o0.3NoShow-o: One Single Transformer to Unify Multimod...2024-08-22Code
14Janus0.28NoJanus: Decoupling Visual Encoding for Unified Mu...2024-10-17Code