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ModelName
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UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation
✓ Link
0.55
0.53
0.55
0.73
0.45
0.59
0.41
UniWorld-V1
2025-06-03
Transfer between Modalities with MetaQueries
0.55
0.56
0.55
0.62
0.49
0.63
0.41
MetaQuery-XL
2025-04-08
Emerging Properties in Unified Multimodal Pretraining
✓ Link
0.52
0.44
0.55
0.68
0.44
0.60
0.39
BAGEL
2025-05-20
Playground v2.5: Three Insights towards Enhancing Aesthetic Quality in Text-to-Image Generation
0.49
0.49
0.58
0.55
0.43
0.48
0.33
playground-v2.5
2024-02-27
PixArt-$α$: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis
✓ Link
0.47
0.45
0.50
0.48
0.49
0.56
0.34
PixArt-Alpha
2023-09-30
Scaling Rectified Flow Transformers for High-Resolution Image Synthesis
✓ Link
0.46
0.44
0.50
0.58
0.44
0.56
0.31
SD3.5-large
2024-03-05
SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis
✓ Link
0.43
0.43
0.48
0.47
0.44
0.45
0.27
SDXL
2023-07-04
Emu3: Next-Token Prediction is All You Need
✓ Link
0.39
0.34
0.45
0.48
0.41
0.45
0.27
Emu3
2024-09-27
Show-o: One Single Transformer to Unify Multimodal Understanding and Generation
✓ Link
0.35
0.28
0.40
0.48
0.30
0.46
0.30
Show-o
2024-08-22
Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling
✓ Link
0.35
0.30
0.37
0.49
0.36
0.42
0.26
Janus-Pro-7B
2025-01-29
Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation
✓ Link
0.23
0.16
0.26
0.35
0.28
0.30
0.14
Janus
2024-10-17