Partially Relevant Video Retrieval on TVR benchmark leaderboard · SOTA2 Research

Partially Relevant Video Retrieval on TVR

18.4R@1Holmes

Evaluation Results

Method	Links
Holmes2026.05		18.4	40.7	52	87.5	198.6
DreamPRVR2026.05		17.4	39	50.4	86.2	193.1
GMMFormerV22026.05		16.2	37.6	48.8	86.4	189.1
MGAKD2026.05		16	37.8	49.2	87.5	190.5
HLFormer2026.05		15.7	37.1	48.5	86.4	187.7
ARL2026.05		15.6	36.3	47.7	86.3	185.9
KDC-Net2026.03		15.4	36.3	47.6	85.6	184.9
ProtoPRVR2026.05		15.4	35.9	47.5	86.4	185.1
DL-DKD++2026.05		15.3	36	47.5	86	184.8
DL-DKD2026.03		14.4	34.9	45.8	84.9	179.9
DL-DKD2026.05		14.4	34.9	45.8	84.9	179.9
MamFusion2026.05		14.2	33.9	44.9	84.5	177.5
BGM-Net2026.03		14.1	34.7	45.9	85.2	179.9
BGM-Net2026.05		14.1	34.7	45.9	85.2	179.9
GMMFormer2026.03		13.9	33.3	44.5	84.9	176.6
GMMFormer2026.05		13.9	33.3	44.5	84.9	176.6
T-D3N2026.03		13.8	33.8	45	83.9	176.5
MS-SL++2026.05		13.6	33.1	44.2	83.5	174.5
MS-SL2026.03		13.5	32.1	43.4	83.4	172.4
PEAN2026.03		13.5	32.8	44.1	83.9	174.2
MS-SL2026.05		13.5	32.1	43.4	83.4	172.4
PEAN2026.05		13.5	32.8	44.1	83.9	174.2
LH2026.03		13.2	33.2	44.4	85.5	176.3
LH2026.05		13.2	33.2	44.4	85.5	176.3
CONQUER2026.05		11	28.9	39.6	81.3	160.8
ReLoCLNet2026.03		10.7	28.1	38.1	80.3	157.1
Cap4Video2026.05		10.3	26.4	36.8	74	147.5
XML2026.03		10	26.5	37.3	81.3	155.1
ReLoCLNet2026.05		10	26.5	37.3	81.3	155.1
CLIP4Clip2026.05		9.9	24.3	34.3	72.5	141
RIVRL2026.03		9.4	23.4	32.2	70.6	135.6
RIVRL2026.05		9.4	23.4	32.2	70.6	135.6
DE++2026.03		8.8	21.9	30.2	67.4	128.3
DE2026.03		7.6	20.1	28.1	67.6	123.4
VSE++2026.03		7.5	19.9	27.7	66	121.1
W2VV++2026.03		5	14.7	21.7	61.8	103.2
CE2026.03		3.7	12.8	20.1	64.5	101.1