Video-to-Text Retrieval on MSRVTT 1kA severity degree 4 benchmark leaderboard · SOTA2 Research

Video-to-Text Retrieval on MSRVTT 1kA severity degree 4

35.1Gaussian Noise Score (Severity 4)HAT-VTR

Evaluation Results

Method	Links
HAT-VTR2026.02		35.1	30.1	43.7	32.1	41.1	42.5	37.4	23	37.4	21.2	37.1	36.8	34.8
HAT-VTR2026.02		31.8	29.1	39.6	29.2	36.9	39.2	35.2	21.9	34.4	21.1	31.6	35.9	32.2
EATA2026.02		29.1	2.1	39.2	23.7	37.4	41.4	33.3	16.3	33.6	16.9	34.1	35.7	28.6
TCR2026.02		27.3	21.4	39.2	24.7	38	40.6	33.1	15.1	34.6	16.3	34	35.7	30
TCR2026.02		26.6	17.3	35.5	22.7	33.6	37.6	31.4	15.4	28	15.3	26.7	34.1	27
EATA2026.02		25.1	1.9	34.4	20.7	32.1	38.6	31.5	13	28.6	13.3	26.8	33.4	25
SAR2026.02		25	8.2	37.6	21.4	35.4	41	31.4	14.7	33.5	12.6	34.2	35.2	27.5
Tent2026.02		24.6	7	37.4	21.2	35.7	41.1	31.2	14.6	33.7	12	33.8	35.1	27.3
Xpool2026.02		21.6	11.1	35.6	19.8	34.4	41	29	12.4	32.9	12.3	33.7	35.3	26.6
SAR2026.02		21.1	5.6	32.6	17.5	29.7	37.8	30.6	10.5	26.9	10.6	26.7	33.7	23.6
READ2026.02		20.8	13.2	34.6	19.2	33.5	40.6	27.7	11.4	32.5	13.3	33.5	35.2	26.3
Tent2026.02		19	4.6	33.1	16.6	30	37.8	30.3	9.6	26.2	9.6	26.5	34	23.1
READ2026.02		18.7	10.7	31.2	16.1	27.3	37.3	28	9.7	24.8	12	27.2	33.9	23.1
CLIP4Clip2026.02		17.8	8.4	32	16.4	28.9	37.5	29.3	9.9	25.8	10.9	27	34.2	23.2