Video-to-Text Retrieval on MSVD MLVP (test) benchmark leaderboard · SOTA2 Research

Video-to-Text Retrieval on MSVD MLVP (test)

36.57Score (Gaussian Noise)HAT-VTR

Evaluation Results

Method	Links
HAT-VTR2026.02		36.57	35.37	46.42	35.22	43.13	30	45.82	30.45	31.34	26.72	48.66	48.96	38.22
HAT-VTR2026.02		33.28	34.78	46.57	34.93	37.46	28.21	49.1	29.25	25.97	22.09	36.12	49.7	35.62
TCR2026.02		32.09	26.72	43.58	28.06	34.78	24.93	43.88	26.42	28.96	20.9	45.37	49.4	33.76
EATA2026.02		30	28.21	42.84	28.36	36.12	26.27	43.28	25.97	28.66	22.09	44.18	49.85	33.82
Tent2026.02		28.21	22.54	42.69	24.93	33.58	25.07	42.09	25.22	27.61	20.75	43.73	49.85	32.19
SAR2026.02		28.21	23.28	42.39	25.37	33.13	25.97	42.09	25.37	28.06	20.45	43.58	50.15	32.34
TCR2026.02		28.06	25.07	42.69	24.93	32.84	23.43	44.78	23.88	22.24	17.76	28.96	47.46	30.18
EATA2026.02		27.76	25.52	40.9	24.78	32.39	25.37	45.37	24.33	22.09	16.27	28.66	47.76	30.1
Xpool2026.02		26.42	21.34	41.94	25.07	32.84	25.52	41.49	24.48	28.21	20.15	43.43	49.7	31.72
READ2026.02		25.67	21.34	41.64	25.07	32.39	25.52	41.94	23.73	28.51	20	44.03	49.85	31.64
Tent2026.02		25.07	21.04	37.91	20.75	27.46	22.24	41.49	21.19	21.04	14.03	27.01	47.61	27.24
SAR2026.02		24.48	21.04	37.01	21.34	27.61	22.24	41.49	21.34	21.04	14.48	27.01	48.21	27.27
CLIP4Clip2026.02		23.88	19.4	37.01	20.15	26.27	21.04	41.04	20.75	20.75	14.48	26.87	48.36	26.67
READ2026.02		23.28	17.76	36.42	20	25.97	21.94	40.3	19.85	20.3	14.78	27.31	48.51	26.37