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Models/UniWorld-V1

UniWorld-V1

Reported on 45 benchmarks across 5 tasks · 1 paper · 6 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical14 results

Image GenerationonWISE
Biology· 2025-06-03
0.45
best: 0.76 (MindOmni (w/ cot))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image GenerationonWISE
Chemistry· 2025-06-03
0.41
best: 0.58 (Bagel (w/ cot))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image GenerationonWISE
Cultural· 2025-06-03
0.53
best: 0.76 (Bagel (w/ cot))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image GenerationonWISE
Overall· 2025-06-03
0.55
best: 0.71 (MindOmni (w/ cot))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image GenerationonWISE
Physics· 2025-06-03
0.59
best: 0.75 (Bagel (w/ cot))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image GenerationonWISE
Space· 2025-06-03
0.73
best: 0.76 (MindOmni (w/ cot))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image GenerationonWISE
Time· 2025-06-03
0.55
best: 0.7 (MindOmni (w/ cot))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image GenerationonGenEval
Color Attri.· 2025-06-03
0.7
best: 0.71 (UniWorld-V1 (Rewrite))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image GenerationonGenEval
Colors· 2025-06-03
0.89
best: 0.9 (UniWorld-V1 (Rewrite))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image GenerationonGenEval
Counting· 2025-06-03
0.79
best: 0.81 (UniWorld-V1 (Rewrite))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image GenerationonGenEval
Overall· 2025-06-03
0.8
best: 0.95 (SD3.5-Medium+Flow-GRPO)
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image GenerationonGenEval
Position· 2025-06-03
0.49
best: 0.74 (UniWorld-V1 (Rewrite))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image GenerationonGenEval
Single Obj.· 2025-06-03
0.99
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image GenerationonGenEval
Two Obj.· 2025-06-03
0.93
best: 0.94 (MindOmni)
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147

Audio14 results

10-shot image generationonGenEval
Color Attri.· 2025-06-03
0.7
best: 0.71 (UniWorld-V1 (Rewrite))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
10-shot image generationonGenEval
Colors· 2025-06-03
0.89
best: 0.9 (UniWorld-V1 (Rewrite))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
10-shot image generationonGenEval
Counting· 2025-06-03
0.79
best: 0.81 (UniWorld-V1 (Rewrite))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
10-shot image generationonGenEval
Overall· 2025-06-03
0.8
best: 0.95 (SD3.5-Medium+Flow-GRPO)
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
10-shot image generationonGenEval
Position· 2025-06-03
0.49
best: 0.74 (UniWorld-V1 (Rewrite))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
10-shot image generationonGenEval
Single Obj.· 2025-06-03
0.99
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
10-shot image generationonGenEval
Two Obj.· 2025-06-03
0.93
best: 0.94 (MindOmni)
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
1 Image, 2*2 StitchionGenEval
Color Attri.· 2025-06-03
0.7
best: 0.71 (UniWorld-V1 (Rewrite))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
1 Image, 2*2 StitchionGenEval
Colors· 2025-06-03
0.89
best: 0.9 (UniWorld-V1 (Rewrite))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
1 Image, 2*2 StitchionGenEval
Counting· 2025-06-03
0.79
best: 0.81 (UniWorld-V1 (Rewrite))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
1 Image, 2*2 StitchionGenEval
Overall· 2025-06-03
0.8
best: 0.95 (SD3.5-Medium+Flow-GRPO)
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
1 Image, 2*2 StitchionGenEval
Position· 2025-06-03
0.49
best: 0.74 (UniWorld-V1 (Rewrite))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
1 Image, 2*2 StitchionGenEval
Single Obj.· 2025-06-03
0.99
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
1 Image, 2*2 StitchionGenEval
Two Obj.· 2025-06-03
0.93
best: 0.94 (MindOmni)
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147

Computer Vision10 results

Image EditingonImgEdit-Data
Adjust· 2025-06-03
3.64
SOTA
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image EditingonImgEdit-Data
Extract· 2025-06-03
2.27
SOTA
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image EditingonImgEdit-Data
Hybrid· 2025-06-03
2.96
SOTA
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image EditingonImgEdit-Data
Overall· 2025-06-03
3.26
best: 3.39 (BAGEL-NHR-EDIT)
SOTA
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image EditingonImgEdit-Data
Remove· 2025-06-03
3.24
SOTA
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image EditingonImgEdit-Data
Replace· 2025-06-03
3.47
best: 3.77 (BAGEL-NHR-EDIT)
SOTA
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image EditingonImgEdit-Data
Action· 2025-06-03
2.74
best: 4.17 (BAGEL)
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image EditingonImgEdit-Data
Add· 2025-06-03
3.82
best: 4.19 (BAGEL-NHR-EDIT)
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image EditingonImgEdit-Data
Background· 2025-06-03
2.99
best: 3.42 (BAGEL-NHR-EDIT)
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image EditingonImgEdit-Data
Style· 2025-06-03
4.21
best: 4.63 (Step1X-Edit)
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147

Natural Language Processing7 results

Text-to-Image GenerationonGenEval
Color Attri.· 2025-06-03
0.7
best: 0.71 (UniWorld-V1 (Rewrite))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Text-to-Image GenerationonGenEval
Colors· 2025-06-03
0.89
best: 0.9 (UniWorld-V1 (Rewrite))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Text-to-Image GenerationonGenEval
Counting· 2025-06-03
0.79
best: 0.81 (UniWorld-V1 (Rewrite))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Text-to-Image GenerationonGenEval
Overall· 2025-06-03
0.8
best: 0.95 (SD3.5-Medium+Flow-GRPO)
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Text-to-Image GenerationonGenEval
Position· 2025-06-03
0.49
best: 0.74 (UniWorld-V1 (Rewrite))
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Text-to-Image GenerationonGenEval
Single Obj.· 2025-06-03
0.99
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Text-to-Image GenerationonGenEval
Two Obj.· 2025-06-03
0.93
best: 0.94 (MindOmni)
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147