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Video Generation on VBench (6 Core Perceptual Metrics)

99.4Motion Smoothness

EgoHOI

Updated 19d ago

Evaluation Results

Method
EgoHOI 2026.03	99.4	95.51	94.91	53.29	52.03	64.48
DITTO 2026.04	99.4	97.9	96.8	14	65.5	67
Baseline 2026.03	99.35	-	-	53.12	57.22	69.16
TQD 2026.03	99.35	-	-	54.47	56.68	69.21
Uni3C 2026.03	99.33	91.91	94.29	49	47.03	61.47
Cosmos 2026.03	99.32	93.21	93.56	89.5	49.83	63.78
TQD 2026.03	99.31	-	-	64.73	58.47	75.56
Kiwi-Edit 2026.04	99.3	97.6	95.9	14	61.6	71.6
Lucy-Edit-Dev 2026.04	99.3	97.4	95	22	60.1	64.8
Cosmos 2026.03	99.27	89.01	93	87.5	46.88	62.98
TQD 2026.03	99.23	-	-	63.84	57.57	70.1
Baseline 2026.03	99.23	-	-	52.24	57.02	67.69
Baseline 2026.03	99.2	-	-	52.68	57.98	69.39
Wan 2026.03	99.19	91.4	93.14	64.75	46.57	58.58
ICVE 2026.04	99.1	97.2	95.9	40.4	62.9	69.7
Vace 2026.04	99	97.3	97.3	29.6	68.5	71.5
ImVideoEdit 2026.04	99	96.4	95.1	20.4	63	70.1
Vace 2026.04	98.9	97.1	97	29.2	68.2	70.7
Basemodel 2026.03	98.89	-	-	59.38	58.74	69.35
Delta Forcing 2026.05	98.78	96.6	94.63	92.18	58.98	72.72
Reward Forcing 2026.05	98.51	95.55	93.4	93.16	56.32	74.99
SkyReels-V2 2026.05	98.46	91.64	92.88	88.37	56.97	64.33
MAGI-1 2026.05	98.43	92.63	91.2	82.04	59.18	65.12
OmniVideo2 2026.04	98.4	96.4	96.7	39.3	64.7	69.1
LongLive 2026.05	98.37	94.97	93.37	90.93	58.95	72.59
Baseline + SFT 2026.03	97.96	96.97	95.15	15.62	57.73	76.58
TQD 2026.03	97.93	-	-	77.68	53.81	68.48
VIGOR (Epipolar) 2026.03	97.88	96.98	95.16	25.39	57.76	76.52
TQD 2026.03	97.83	-	-	76.79	53.97	68.57
Baseline 2026.03	97.81	-	-	75	53.88	68.11
Baseline 2026.03	97.81	-	-	76.79	53.79	67.98
Basemodel 2026.03	97.8	-	-	74.55	53.61	67.96
TQD 2026.03	97.8	-	-	77.23	53.86	68.16
Baseline 2026.03	97.79	-	-	77.23	53.86	68.14
VIGOR (Reproj-Pts) 2026.03	97.77	97.05	95.25	25.78	57.71	76.63
Baseline 2026.03	97.61	95.98	94.43	27.34	57.74	76.3
MemFlow 2026.05	97.17	93.19	92.03	91.71	55.91	69.57