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Composed Image Retrieval on CIRCO (test)

43.86mAP@10

UniCVR (Stage II)

Updated 8d ago

Evaluation Results

Method
UniCVR (Stage II) 2026.04	43.86	43.09	46.24	47.31
PDF 2026.05	43.73	43.04	46.03	46.86
MMRet-MLLM 2024.12	43.4	42.2	46.5	47.6
Paracosm 2026.01	40.86	39.82	43.96	45.05
MMRet-Large 2024.12	40.2	39.2	42.9	44
PDF 2026.05	40.12	40.02	41.75	42.5
WISER 2026.02	38.14	36.53	40.46	41.26
UniCVR (Stage I) 2026.04	36.4	34.97	39.11	40.29
WISER 2026.02	36.3	35.1	38.46	39.15
STiTch 2026.05	35.56	34.4	38.07	40.02
STiTch 2026.05	35.56	34.4	38.07	40.02
MagicLens-L 2024.03	35.4	34.1	38.1	39.2
MagicLens-L 2024.12	35.4	34.1	38.1	39.2
MagicLens 2026.04	35.4	34.1	38.1	39.2
MMRet-Base 2024.12	35	34.3	37.6	38.7
CVSI 2026.01	34.96	33.51	37.86	38.98
IP-CIR 2024.12	34.3	32.8	36.9	38
IP-CIR 2026.02	34.26	32.75	36.86	38.03
SEIZE 2026.04	33.77	32.46	36.46	37.55
SEIZE 2026.05	33.77	32.46	36.46	37.55
SEIZE 2026.05	33.77	32.46	36.46	37.55
WISER 2026.02	33.18	32.23	34.82	35.35
XR 2026.05	32.88	31.38	35.46	36.5
CoTMR 2026.02	32.72	32.23	35.6	36.83
CoTMR 2026.04	32.72	32.23	35.6	36.83
LDRE 2026.01	32.24	31.12	34.95	36.03
LDRE 2026.01	32.24	31.12	34.95	36.03
LDRE 2026.02	32.24	31.12	34.95	36.03
LDRE 2026.04	32.24	31.12	34.95	36.03
LDRE 2026.05	32.24	31.12	34.95	36.03
LDRE 2026.05	32.24	31.12	34.95	36.03
LDRE 2024.12	32.2	31.1	35	36
FiRE 2026.04	32.08	31.03	34.4	35.5
MagicLens-B 2024.03	32	30.8	34.5	35.6
MagicLens-B 2024.12	32	30.8	34.5	35.6
OSrCIR 2024.12	31.14	30.47	35.03	36.59
OSrCIR w/ GPT-4o 2026.01	31.14	30.47	35.03	36.59
OSrCIR 2026.02	31.14	30.47	35.03	36.59
OSrCIR 2026.04	31.14	30.47	35.03	36.59
OSrCIR 2026.05	31.14	30.47	35.03	36.59
OSrCIR 2026.05	31.14	30.47	35.03	36.59
MagicLens-L 2024.03	30.8	29.6	33.4	34.4
MagicLens-L 2024.12	30.8	29.6	33.4	34.4
CoVR-BLIP-2 2023.08	29.55	28.29	32.18	33.26
ImageScope 2025.03	29.23	28.36	30.81	31.88
MRA-CIR 2026.05	28.85	27.14	31.54	32.63
XR 2026.05	28.33	27.51	30.28	30.95
TFCIR 2023.08	28.25	26.52	31.23	31.99
CVSI 2026.01	28.24	-	-	-
CVSI 2026.01	28.24	26.89	30.79	31.89
CoTMR 2026.02	28.22	27.61	30.61	31.7
CoTMR 2026.05	28.22	27.61	30.61	31.7
CIReVL* 2024.12	28.01	27.12	30.35	31.39
CIREVL 2024.03	27.6	26.8	30	31
CIReVL 2024.12	27.6	26.8	30	31
CIReVL 2024.12	27.59	26.77	29.96	31.03
CIReVL 2023.08	27.59	26.77	29.96	31.03
CIReVL 2026.01	27.59	26.77	29.96	31.03
CIReVL 2026.01	27.59	26.77	29.96	31.03
CIReVL 2023.10	27.59	26.77	29.96	31.03
CIReVL 2026.02	27.59	26.77	29.96	31.03
CIReVL 2026.04	27.59	26.77	29.96	31.03
CIReVL 2026.05	27.59	26.77	29.96	31.03
CIReVL 2026.05	27.59	26.77	29.96	31.03
IP-CIR 2026.02	27.41	26.43	29.87	31.07
IP-CIR 2026.05	27.41	26.43	29.87	31.07
OSrCIR w/ GPT-4o 2026.01	27.18	25.62	29.66	30.73
GRB+LCR 2023.08	26.93	25.38	29.82	30.74
X-Aligner 2026.01	26.86	25.72	29.16	30.2
X-Aligner 2026.01	26.49	25.11	28.83	29.98
STiTch 2026.05	26.27	25.55	28.81	29.99
STiTch 2026.05	26.27	25.55	28.81	29.99
ImageScope 2025.03	25.82	25.26	27.15	28.11
ImageScope 2025.03	25.82	25.39	27.07	27.98
SEIZE 2026.05	25.82	24.98	28.24	28.35
SEIZE 2026.05	25.82	24.98	28.24	28.35
ImageScope 2026.05	25.82	25.39	27.07	27.98
OSrCIR 2024.12	25.33	23.87	27.84	28.97
OSrCIR 2025.12	25.33	23.87	27.84	28.97
OSrCIR 2026.02	25.33	23.87	27.84	28.97
OSrCIR 2026.05	25.33	23.87	27.84	28.97
OSrCIR 2026.05	25.33	23.87	27.84	28.97
OSrCIR 2026.05	25.33	23.87	27.84	28.97
AutoCIR 2026.02	25.14	24.05	27.35	28.36
AutoCIR 2026.04	25.14	24.05	27.35	28.36
AutoCIR 2026.05	25.14	24.05	27.35	28.36
Ours (m=0) 2026.05	24.8	23.5	-	-
CIReVL + SoFT 2025.12	24.72	23.9	26.94	27.93
CoVR-BLIP-2 2023.08	24.66	23.5	27.05	28.04
LDRE 2025.03	24.03	23.35	26.44	27.5
LDRE 2026.01	24.03	-	-	-
LDRE 2026.01	24.03	23.35	26.44	27.5
LDRE 2025.12	24.03	23.35	26.44	27.5
LDRE 2026.02	24.03	23.35	26.44	27.5
LDRE 2026.05	24.03	23.35	26.44	27.5
LDRE 2026.05	24.03	23.35	26.44	27.5
LDRE 2026.05	24.03	23.35	26.44	27.5
MagicLens-B 2024.03	23.8	23.1	25.8	26.7
MagicLens-B 2024.12	23.8	23.1	25.8	26.7
OSrCIR 2026.05	23.6	22.4	-	-

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