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Video-to-Text Retrieval on DiDeMo (test)

67.5R@1

VidLA

Updated 2d ago

Evaluation Results

Method
VidLA 2024.03	67.5	91.7	-	-	87.5	82.2
VidLA 2024.03	62.2	91.1	-	-	85.1	79.5
VidLA 2024.03	59.6	90.2	-	-	84.4	78
UMT 2024.03	59.5	90.5	-	-	84.9	78.3
InternVideo 2024.03	59.1	-	-	-	-	-
InternVideo2 6B 2026.01	57.1	-	-	-	79.9	-
VidLA 2024.03	55	88.9	-	-	82.8	75.6
VIRTUE v1 7B 2026.01	52.5	-	-	-	79	-
DiffusionRet 2024.03	50.3	82.9	-	-	75.1	69.4
DRL 2024.03	49.9	83.3	-	-	75.4	69.5
NeighborRetr 2025.03	48.4	83.7	2	9	74.6	-
PAU 2023.09	48.1	85.7	2	9.8	74.2	-
X-CLIP 2022.07	47.8	-	-	10.5	76.8	-
RAP 2024.05	47.7	83.2	-	9.5	74.4	-
CLIP4Clip-MeanP 2022.07	47.2	-	-	10.5	74	-
VIRTUE v2 7B 2026.01	47	-	-	-	75.8	-
Baseline 2023.09	46.9	84.2	2	8.4	74.4	-
HBI 2023.03	46.2	82.7	2	8.7	73	-
Diffusion 2025.03	46.2	82.2	2	10.7	74.3	-
HBI 2025.03	46.2	82.7	2	8.7	73	-
UCOFIA 2023.09	46	81.5	2	12.1	71.9	-
EMCL-Net 2025.03	45.7	82.7	2	10.9	74.3	-
CAMOE 2024.03	45.5	-	-	-	71.2	-
DRL 2024.03	45.4	82.1	-	-	72.6	66.7
CLIP4Clip-seqTransf 2022.07	44.7	-	-	10.6	74	-
VoPF+P 2022.11	44.7	81.1	2	9.9	71.2	-
VoPF+C 2022.11	44.4	81.8	2	9.5	71.8	-
RAP 2024.05	44	80.1	-	10.5	69.2	-
VoPF 2022.11	43.5	81.4	2	9.8	70.9	-
CLIP4Clip-meanP 2023.09	43.4	80.2	2	17.5	69.9	-
X-CLIP 2022.07	43.1	-	-	10.9	72.2	-
X-CLIP 2023.09	43.1	-	-	10.9	72.2	-
X-Clip 2025.03	43.1	-	-	10.9	77.2	-
CLIP4Clip-seqTransf 2023.09	42.7	80.6	2	11.6	70.9	-
CLIP4Clip-meanP 2021.04	42.5	80.2	2	11.6	70.6	-
CLIP4Clip-MeanP 2022.07	42.5	-	-	11.6	70.6	-
CLIP4Clip 2023.09	42.5	80.2	2	11.6	70.6	-
CLIP4Clip 2024.03	42.5	80.2	-	-	70.6	64.4
CLIP4Clip-seqLSTM 2021.04	42.4	79.2	2	11.8	69.2	-
CLIP4Clip 2024.05	42.2	79.3	-	11.8	70.3	-
VIRTUE-Embed 7B 2026.01	42.2	-	-	-	68.5	-
CLIP4Clip-seqTransf 2021.04	41.4	79.1	2	12.4	68.2	-
CLIP4Clip-seqTransf 2022.07	41.4	-	-	12.4	68.2	-
CLIP4Clip 2023.03	41.4	79.1	2	12.4	68.2	-
VoPP 2022.11	40.6	78.6	2	11.6	68.3	-
VoPP 2024.05	40.6	78.6	-	11.6	68.3	-
Full 2022.11	40.2	78.7	2	11.9	68.4	-
SSF 2024.05	40	77.4	-	13.2	67.1	-
LORA 2024.05	39.7	77.3	-	13.9	66.8	-
VoPC 2022.11	39.1	76.7	3	13.8	65.3	-
VoPC 2024.05	39.1	76.7	-	13.8	65.3	-
CaRe 7B 2026.01	39.1	-	-	-	66	-
VoP 2022.11	38.1	76.5	2	13.5	65.7	-
Partial 2022.11	36.9	74.5	2	17	64.2	-
Bias 2022.11	36.8	75.8	2	15.1	65.7	-
AdapterATTN 2022.11	36.3	74.8	2	15.4	64.4	-
ST-Adapter 2024.05	35.9	72	-	20.1	61	-
AdapterFFN 2022.11	35.6	75.6	3	14.8	64.3	-
LanguageBind 2026.01	35.6	-	-	-	62.8	-
Proj 2022.11	34.5	72.6	3	18.8	60.9	-
VPT 2024.05	33.1	69.9	-	22.7	59.8	-
LaT 2022.07	32.7	72.7	3	-	61.1	-
CoOp 2024.05	32.3	68.2	-	23.4	57	-
Long-CLIP L/14 2026.01	28.5	-	-	-	54.1	-
ATP 2022.06	26.1	-	-	-	50.5	-
LaT 2022.07	22.5	56.8	7	-	45.2	-
CLIP4Clip-tightTransf 2021.04	21.5	64.8	5	22.4	51.1	-
TT-CE+ 2021.04	21.1	61.1	6.3	-	47.3	-
TT-CE+ 2022.07	21.1	-	-	-	47.3	-
TT-CE 2023.03	21.1	61.1	-	6.3	47.3	-
TT-CE 2023.09	21.1	61.1	6.3	-	47.3	-
ClipBERT 2022.06	20.4	-	-	-	48	-
CLIP 2022.06	20.2	-	-	-	42.5	-
CLIP4Clip 2024.05	20.2	55	-	43.1	44.2	-
MM 2021.03	17	52.3	10	42.6	-	-
VideoCLIP 2022.06	16.6	-	-	-	46.9	-
MM 2021.03	15.6	-	8.2	42.4	-	-
CE 2021.04	15.6	-	8.2	42.4	40.9	-
CE 2022.07	15.6	-	-	42.4	40.9	-
CE 2023.03	15.6	-	8.2	42.4	40.9	-
CE 2023.09	15.6	-	8.2	42.4	40.9	-
PO 2021.03	15	54.9	8	39.6	-	-
HN 2021.03	14.1	51.1	10	42.4	-	-
OT 2021.03	14.1	53.5	9	38.3	-	-
S2VT 2021.03	13.2	-	15	-	-	-
S2VT 2021.04	13.2	-	15	-	33.6	-
S2VT 2022.07	13.2	-	-	-	33.6	-
S2VT 2023.03	13.2	-	15	-	33.6	-
FSE 2021.03	13.1	-	12	-	-	-
FSE 2021.04	13.1	-	12	-	33.9	-
FSE 2022.07	13.1	-	-	-	33.9	-
FSE 2023.03	13.1	-	12	-	33.9	-