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Text+Reference-to-Video (R2V) Generation on HOIVG-Bench 1.0 (test)

8.609TAPhantom
7.026127.437067.8488.25894Apr 13, 2026

Evaluation results

MethodLinks
Phantomparameters=14B2026.048.6090.8760.3660.4490.74110.935.517
VACE2026.048.4130.7590.3680.4570.72210.725.442
Phantomparameters=1.3B2026.048.3420.7080.3510.4590.72210.95.637
HuMoparameters=17B2026.047.9490.8430.3460.4480.7269.973.685
OmniShow2026.047.7460.8740.3890.4680.7411.125.885
HunyuanCustom2026.047.5230.440.3590.4520.69710.115.286
HuMoparameters=1.7B2026.047.0870.6470.3330.4410.7239.763.406