Video-to-text retrieval on MSRVTT severity degree 1 (1kA) benchmark leaderboard · SOTA2 Research

Video-to-text retrieval on MSRVTT severity degree 1 (1kA)

44.9Score (Gaussian)HAT-VTR

Evaluation Results

Method	Links
HAT-VTR2026.02		44.9	40.4	45.7	42.3	44.6	47.9	45.1	41.6	44	38.2	42.4	42.6	43.3
EATA2026.02		43.1	35.3	43.5	36.8	42.5	44.8	42.5	38.5	39.7	34.9	39.6	40.5	40.1
TCR2026.02		41.7	33.8	42.5	35.6	42.8	44.6	42.5	37.8	40.2	34.4	40.1	39.5	39.6
HAT-VTR2026.02		41.1	38.7	41.8	38.9	40.7	42.5	41.9	37.4	39.3	35.6	40.6	38.8	39.8
Tent2026.02		41.1	32	41.7	33.8	44.2	45.8	41.9	38.3	40	33.4	40.4	40.3	39.4
SAR2026.02		41.1	32	41.7	33.2	44.1	45.5	42.2	37.7	40.3	33.2	40.4	40.2	39.3
READ2026.02		40.7	30	41	31.8	43	44.7	41.7	35.5	38.9	29.8	39.8	39.1	38
Xpool2026.02		40.5	30.6	41.6	32.1	42.9	45	41.7	36.5	39.1	31.3	40.4	39.4	38.4
EATA2026.02		39	31.1	40.2	33.2	39.5	42.7	39.4	34.9	36.2	31.5	38.8	39.3	37.2
Tent2026.02		38.8	27.1	39.4	30.3	39.6	42	39.7	33.9	35.1	30.4	37.9	38.8	36.1
TCR2026.02		38.8	33.6	38.7	34.2	38.4	40.9	37.6	33.1	36.6	31.3	36.6	38.6	36.5
SAR2026.02		38.5	27.9	39.5	30.6	39.8	42.2	39.7	33.9	35	30.5	37.8	38.8	36.2
CLIP4Clip2026.02		38.3	26.8	38.3	29.6	39	42	39.2	32.3	34.9	28.6	37.6	39	35.5
READ2026.02		37.3	26.6	37.8	29.4	38.7	41.7	39	31.3	34.1	26.5	36.9	38.8	34.8