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ResearchFormerly WizWand

Text-to-Video Generation on CountBench

0.591Counting AccuracyWan2.1-14B + NUMINA
0.394440.445470.49650.54753Apr 9, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Wan2.1-14B + NUMINAModel scale=14B, Frames=81, Resolution=1280×720, Strategy=NUMINA2026.040.5910.840.344
Wan2.1-14B + Prompt enhancementModel scale=14B, Frames=81, Resolution=1280×720, Strategy=Prompt enhancement2026.040.5690.8430.34
Wan2.1-14B + Seed searchModel scale=14B, Frames=81, Resolution=1280×720, Strategy=Seed search2026.040.5610.8350.34
Wan2.1-14BModel scale=14B, Frames=81, Resolution=1280×720, Strategy=Base2026.040.5360.8330.342
Wan2.2-5B + NUMINAModel scale=5B, Frames=81, Resolution=1280×704, Strategy=NUMINA2026.040.5270.850.347
Wan2.1-1.3B + NUMINAModel scale=1.3B, Frames=81, Resolution=832×480, Strategy=NUMINA2026.040.4970.8340.356
Wan2.2-5B + Prompt enhancementModel scale=5B, Frames=81, Resolution=1280×704, Strategy=Prompt enhancement2026.040.490.8430.342
Wan2.2-5B + Seed searchModel scale=5B, Frames=81, Resolution=1280×704, Strategy=Seed search2026.040.4880.8470.341
Wan2.2-5BModel scale=5B, Frames=81, Resolution=1280×704, Strategy=Base2026.040.4780.850.343
Wan2.1-1.3B + Prompt enhancementModel scale=1.3B, Frames=81, Resolution=832×480, Strategy=Prompt enhancement2026.040.4720.8210.337
Wan2.1-1.3B + Seed searchModel scale=1.3B, Frames=81, Resolution=832×480, Strategy=Seed search2026.040.4550.8230.346
NUMINABackbone=CogVideoX-5B, Frames=81, Resolution=1360×7682026.040.4440.8020.354
CogVideoX-5B + Seed searchBackbone=CogVideoX-5B, Frames=81, Resolution=1360×768, Seed search=true2026.040.4270.7830.348
CogVideoX-5B + Prompt enhancementBackbone=CogVideoX-5B, Frames=81, Resolution=1360×768, Prompt enhancement=true2026.040.4250.790.345
Wan2.1-1.3BModel scale=1.3B, Frames=81, Resolution=832×480, Strategy=Base2026.040.4230.8120.339
CogVideoX-5BBackbone=CogVideoX-5B, Frames=81, Resolution=1360×7682026.040.4020.7810.348