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Models/UniWorld-V1 (Rewrite)

UniWorld-V1 (Rewrite)

Reported on 28 benchmarks across 4 tasks · 1 paper · 8 SOTA

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

Audio14 results

10-shot image generationonGenEval
Counting· 2025-06-03
0.81
SOTA
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
10-shot image generationonGenEval
Position· 2025-06-03
0.74
SOTA
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
1 Image, 2*2 StitchionGenEval
Counting· 2025-06-03
0.81
SOTA
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
1 Image, 2*2 StitchionGenEval
Position· 2025-06-03
0.74
SOTA
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
10-shot image generationonGenEval
Color Attri.· 2025-06-03
0.71
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
10-shot image generationonGenEval
Colors· 2025-06-03
0.9
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
10-shot image generationonGenEval
Overall· 2025-06-03
0.84
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
Single Obj.· 2025-06-03
0.98
best: 0.99 (MindOmni)
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
0.71
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
1 Image, 2*2 StitchionGenEval
Colors· 2025-06-03
0.9
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
1 Image, 2*2 StitchionGenEval
Overall· 2025-06-03
0.84
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
Single Obj.· 2025-06-03
0.98
best: 0.99 (MindOmni)
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

Medical7 results

Image GenerationonGenEval
Counting· 2025-06-03
0.81
SOTA
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image GenerationonGenEval
Position· 2025-06-03
0.74
SOTA
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image GenerationonGenEval
Color Attri.· 2025-06-03
0.71
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image GenerationonGenEval
Colors· 2025-06-03
0.9
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Image GenerationonGenEval
Overall· 2025-06-03
0.84
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
Single Obj.· 2025-06-03
0.98
best: 0.99 (MindOmni)
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

Natural Language Processing7 results

Text-to-Image GenerationonGenEval
Counting· 2025-06-03
0.81
SOTA
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Text-to-Image GenerationonGenEval
Position· 2025-06-03
0.74
SOTA
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Text-to-Image GenerationonGenEval
Color Attri.· 2025-06-03
0.71
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Text-to-Image GenerationonGenEval
Colors· 2025-06-03
0.9
UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation arXiv:2506.03147
Text-to-Image GenerationonGenEval
Overall· 2025-06-03
0.84
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
Single Obj.· 2025-06-03
0.98
best: 0.99 (MindOmni)
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