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SotA/Medical/Image Generation/WISE

Image Generation on WISE

Metric: Cultural (higher is better)

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#Model↕Cultural▼Extra DataPaperDate↕Code
1Bagel (w/ cot)0.76NoEmerging Properties in Unified Multimodal Pretra...2025-05-20Code
2MindOmni (w/ cot)0.75NoMindOmni: Unleashing Reasoning Generation in Vis...2025-05-19Code
3MetaQuery-XL0.56NoTransfer between Modalities with MetaQueries2025-04-08-
4UniWorld-V10.53NoUniWorld-V1: High-Resolution Semantic Encoders f...2025-06-03Code
5Playground-v2.5-1024px-aesthetic0.49NoPlayground v2.5: Three Insights towards Enhancin...2024-02-27-
6PixArt-XL-2-1024-MS0.45NoPixArt-$α$: Fast Training of Diffusion Transform...2023-09-30Code
7Bagel0.44NoEmerging Properties in Unified Multimodal Pretra...2025-05-20Code
8stable-diffusion-3.5-large0.44NoScaling Rectified Flow Transformers for High-Res...2024-03-05Code
9stable-diffusion-xl-base-0.90.43NoSDXL: Improving Latent Diffusion Models for High...2023-07-04Code
10MindOmni (w/o cot)0.4NoMindOmni: Unleashing Reasoning Generation in Vis...2025-05-19Code
11Emu3-gen0.34NoEmu3: Next-Token Prediction is All You Need2024-09-27Code
12Janus-pro0.3NoJanus-Pro: Unified Multimodal Understanding and ...2025-01-29Code
13Show-o0.28NoShow-o: One Single Transformer to Unify Multimod...2024-08-22Code
14Janus0.16NoJanus: Decoupling Visual Encoding for Unified Mu...2024-10-17Code