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Video-to-Text Retrieval on ActivityNet (test)

71.9R@1

VidVec

Updated 3d ago

Evaluation Results

Method
VidVec 2026.02	71.9	90.8	95.8	-	-	-	-
InternVideo2-6B 2026.02	69.7	-	-	-	-	-	-
UMT-L 2026.02	64.4	-	-	-	-	-	-
LamRA 2026.02	58.7	84.8	92.5	-	-	-	-
InternVideo2-6B 2026.02	56.5	82.8	90.3	-	-	-	-
MMRet-v1.5 2026.02	52.7	77.8	86.8	-	-	-	-
PE-Core-G 2026.02	51.2	-	-	-	-	-	-
VideoPrism-g 2026.02	50.3	77.1	-	-	-	-	-
RAP 2024.05	48.2	76.5	86.2	-	6.8	-	-
ViCLIP 2026.02	48.1	-	-	-	-	-	-
X-CLIP 2022.07	46.4	75.9	-	-	6.4	-	-
CLIP4Clip 2022.07	44.1	74	-	-	6.5	-	-
CLIP4Clip 2022.07	44.1	75.2	-	-	6.4	-	-
X-CLIP 2022.07	43.9	73.9	-	-	7.6	-	-
CLIP4Clip-seqLSTM 2021.04	42.6	73.4	85.6	2	6.7	-	-
CLIP4Clip-meanP 2021.04	42.5	74.1	85.8	2	6.6	-	-
CLIP4Clip 2022.07	42.5	74.1	-	-	6.6	-	-
CLIP4Clip-meanP 2025.06	42.5	74.1	85.8	-	6.6	-	202.4
CLIP4Clip 2024.05	41.9	72.2	84.6	-	7.3	-	-
RAP 2024.05	41.9	73	84	-	7.5	-	-
DiscoVLA 2025.06	41.8	72.8	84.7	-	6.9	-	199.3
CLIP4Clip 2026.02	41.6	-	-	-	-	-	-
CLIP4Clip-seqTransf 2021.04	41.4	73.7	85.3	2	6.7	-	-
CLIP4Clip 2022.07	41.4	73.7	-	-	6.7	-	-
UMT-L 2026.02	40.7	67.6	78.6	-	-	-	-
VLM2Vec 2026.02	40.4	59.2	66.2	-	-	-	-
B3 2026.02	39.2	57.4	65.3	-	-	-	-
VLM2Vec-V2 2026.02	38.8	58	65.6	-	-	-	-
UniME-V2 2026.02	38.5	57.2	64.5	-	-	-	-
VoPF+P 2025.06	36.3	65.9	79.2	-	10.1	-	181.4
SSF 2024.05	36.2	66.9	79	-	10.4	-	-
VoPF+C 2025.06	35.6	65.9	77.8	-	10.4	-	179.3
VoPP 2024.05	34.8	65	78.2	-	10.7	-	-
VoPC 2024.05	34.2	64.8	78.4	-	10.7	-	-
UNITE 2026.02	31.4	47.6	55	-	-	-	-
InternVideo-L 2026.02	31.4	-	-	-	-	-	-
LORA 2024.05	30.8	60	73.2	-	15.2	-	-
ST-Adapter 2024.05	29.7	58.8	73.1	-	15.5	-	-
Support Set 2022.06	29.2	61.6	-	-	-	-	-
CoOp 2024.05	29	57.6	72.4	-	14	-	-
MMT 2021.04	28.9	61.1	-	4	17.1	-	-
MMT 2022.07	28.9	61.1	-	-	17.1	-	-
SSB 2021.04	28.7	60.8	-	2	-	-	-
SSB 2022.07	28.7	60.8	-	-	-	-	-
VPT 2024.05	28.4	56.7	69.4	-	19.7	-	-
ViCLIP 2026.02	24	-	-	-	-	-	-
TT-CE+ 2021.04	23	56.1	-	4	-	-	-
TT-CE+ 2022.07	23	56.1	-	-	-	-	-
ClipBERT 2022.06	21.3	49	-	-	-	-	-
ActivityNet model 2021.05	19.1	48.1	61.2	-	-	32.5	-
CLIP4Clip-tightTransf 2021.04	18.9	49.6	65.8	6	16.3	-	-
HSE 2021.04	18.7	48.1	-	-	-	-	-
HSE 2022.07	18.7	48.1	-	-	-	-	-
CE 2021.04	17.7	46.6	-	6	24.4	-	-
ATP 2022.06	17.7	41.8	-	-	-	-	-
CE 2022.07	17.7	46.6	-	-	-	-	-
CLIP4Clip 2024.05	17.7	40.7	54.1	-	42.5	-	-
S-MiT model 2021.05	17.6	41.6	53.8	-	-	29.2	-
FSE 2021.04	16.7	43.1	-	7	-	-	-
FSE 2022.07	16.7	43.1	-	-	-	-	-
Vatex model 2021.05	15.6	39.4	51.7	-	-	27.1	-
CLIP 2022.06	12.5	30.3	-	-	-	-	-
MSR-VTT model 2021.05	9.9	28.3	39.7	-	-	19.6	-