Share your thoughts, 1 month free Claude Pro on usSee more

Composed Video Retrieval on WebVid-CoVR (test)

5,982R@1

CoVR-BLIP-2 (CA)

Updated 1mo ago

Evaluation Results

Method
CoVR-BLIP-2 (CA) 2023.08	5,982	8,384	9,128	98.24	-
BLIP (CA) 2023.08	5,595	8,122	8,905	98.08	-
CoVR-BLIP-2 (MLP) 2023.08	5,188	7,938	8,646	97.42	-
CLIP 2023.08	5,086	7,746	8,532	96.75	-
BLIP 2023.08	5,059	7,465	8,357	95.46	-
BLIP-2 2023.08	4,566	7,171	8,130	94.8	-
BLIP 2023.08	4,546	7,046	7,954	93.27	-
CLIP 2023.08	4,437	6,913	7,762	93	-
BLIP-2 2023.08	3,603	6,424	7,477	92.64	-
BLIP-2 2023.08	3,310	5,955	6,980	88.85	-
BLIP-2 2023.08	2,332	4,621	5,622	78.36	-
BLIP-2 2023.08	1,874	3,811	4,797	67.21	-
PREGEN 2026.01	99.73	99.92	99.96	100	-
ReCoVR 2026.05	90.22	94.13	96.24	99.57	95.04
ReCoVR 2026.05	87.72	93.04	95.27	99.3	93.83
ReCoVR 2026.05	84.39	91.28	94.56	99.18	92.35
ReCoVR 2026.05	80.32	89.28	93.81	98.9	90.45
ReCoVR 2026.05	74.3	87.28	93.08	98.75	88.35
UNITEinstruct 2026.01	72.5	90.8	95.3	99.5	-
UniCVR (Stage II) 2026.04	66.77	86.31	91.88	98.29	85.81
X-Aligner 2026.01	63.93	87.01	92.41	-	-
ReTrack 2026.04	63.85	87.05	92.8	99.1	85.7
Dense-CoVR 2026.01	63.8	87.5	92.4	-	-
CADP 2026.05	63.62	87.36	93.19	99.3	85.87
IMAGINE 2026.06	63.51	87.26	92.72	99.03	85.63
X-Aligner 2026.01	63.5	85.95	91.59	-	-
HUD 2026.04	63.38	86.93	92.29	98.76	85.34
HUD 2026.05	63.38	86.93	92.29	98.76	85.34
UniCVR (Stage I) 2026.04	62.96	83.67	90.37	97.81	83.7
X-Aligner (Stage 1) 2026.01	62.79	86.54	92.06	-	-
REFINE 2026.05	62.48	86.82	92.41	98.87	85.15
X-Aligner (Stage 1) 2026.01	61.89	84.55	90.92	-	-
WebVid-CoVR 2026.01	60.4	84.5	91.4	-	-
ECDE 2026.01	60.12	84.32	91.27	-	-
CoVR_Enrich 2026.04	60.12	84.32	91.27	98.72	83.61
CoVR_Enrich 2026.04	60.12	84.32	91.27	98.72	83.61
ECDE 2026.05	60.12	84.32	91.27	98.72	83.61
CoVR_Enrich 2026.06	60.12	84.32	91.27	98.72	83.61
ECDE 2026.01	60.1	84.3	91.3	98.7	-
CoVR-2 2026.01	59.82	83.84	91.28	-	-
CoVR-2 2026.04	59.82	83.84	91.28	98.24	83.3
CoVR-2 2026.04	59.82	83.84	91.28	98.24	83.3
CoVR-2 2026.05	59.82	83.84	91.28	98.24	83.3
CoVR-2 2026.06	59.82	83.84	91.28	98.24	83.3
CoVR-2 2026.01	59.8	83.8	91.3	98.2	-
Ventura et al. 2025.12	59.8	83.8	91.3	98.2	-
CoVR 2026.01	55.95	81.22	89.05	-	-
FDCA 2026.04	54.8	82.27	89.84	97.7	81.15
FDCA 2026.04	54.8	82.27	89.84	97.7	81.15
FDCA 2026.05	54.8	82.27	89.84	97.7	81.15
FDCA 2026.06	54.8	82.27	89.84	97.7	81.15
ReCoVR 2026.05	54.3	77	84.35	95.77	77.86
CoVR 2026.04	53.13	79.93	86.85	97.69	79.4
CoVR 2026.04	53.13	79.93	86.85	97.69	79.4
CoVR 2026.05	53.13	79.93	86.85	97.69	79.4
CoVR 2026.06	53.13	79.93	86.85	97.69	79.4
CoVR 2026.01	53.1	79.9	86.9	97.7	-
TARA w/ caps. 2025.12	53.1	78.6	86.4	97.3	-
Ventura et al. 2025.12	53.1	79.9	86.9	97.7	-
BLIP 2025.12	51.8	78.3	85.8	97.1	-
TFR-CVR 2026.05	51.7	75.3	80.7	-	-
TARA 2025.12	50.8	75.6	83	96	-
CLIP 2025.12	50.6	77.1	85.1	96.6	-
BLIP 2025.12	50.6	74.8	83.4	95.5	-
Reason-then-Retrieve 2026.03	49.15	70.72	79.25	0.9342	-
BSE-CoVR 2026.03	48.08	73.36	81.06	0.9378	-
BLIP-2 2026.01	45.66	71.71	81.3	-	-
CoVR-BLIP-2 2026.03	45.66	71.71	81.3	0.948	-
CoVR-2 2026.04	45.66	71.71	81.3	94.8	73.37
BLIP 2025.12	45.5	70.5	79.5	93.3	-
BLIP 2026.01	45.46	70.46	79.54	-	-
CoVR-BLIP 2026.03	45.46	70.46	79.54	0.9327	-
BLIP 2026.04	45.46	70.46	79.54	93.27	72.18
CoVR 2026.04	45.46	70.46	79.54	93.27	72.18
BLIP 2026.06	45.46	70.46	79.54	93.27	72.18
CLIP 2025.12	44.4	69.1	77.6	93	-
CLIP 2026.01	44.37	69.13	77.62	-	-
CLIP 2026.04	44.37	69.13	77.62	93	71.03
CLIP 2026.06	44.37	69.13	77.62	93	71.03
BLIP 2025.12	38.9	65	74	92.1	-
BLIP 2025.12	34.9	59.2	68	86	-
BLIP 2025.12	23.7	45.9	55.1	77	-
BLIP 2025.12	19.7	37.1	45.9	65.1	-
PREGEN 2026.01	14.2	30.71	40.18	67.45	-
Random 2023.08	8	23	35	1.76	-
Chance 2025.12	0.1	0.2	0.4	1.8	-