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Composed Image Retrieval on FashionIQ (val)

58.16Average Recall@10

FashionBLIP-2 + FIRE-CIR

Updated 22d ago

Evaluation Results

Method	Links
FashionBLIP-2 + FIRE-CIR 2026.04		58.16	58.68	75.76	54.09	75.41	61.7	80.88	77.35	-	-	67.75
WRF4CIR 2026.04		57.35	58.94	76.21	51.71	75.41	61.4	80.37	77.33	-	-	67.34
CSMCIR 2026.01		57.07	57.7	75.76	52.45	74.81	61.14	80.98	77.27	-	-	67.17
ReCALL 2026.02		57.04	58.49	76.59	51.81	73.48	60.83	79.19	76.42	-	-	-
DetailFusion 2026.04		56.89	58.12	75.95	51.34	74.05	61.22	80.09	76.7	-	-	66.79
TMCIR 2025.04		56.57	59.12	76.34	50.67	73.86	59.93	79.46	76.55	-	-	66.56
SPRC+SPN 2026.04		56.37	57.7	75.27	50.57	74.12	60.84	79.96	76.45	-	-	66.41
CIR-LVLM 2026.02		56.21	58.59	75.86	50.42	73.6	59.61	78.99	76.14	-	-	-
CIR-LVLM 2026.04		56.21	58.59	75.86	50.42	73.57	59.61	78.99	76.14	-	-	66.17
Air-Know 2026.04		55.75	56.76	75.05	51.03	73.08	59.47	79.02	75.72	-	-	65.73
FashionBLIP-2 2026.04		55.73	56.82	75.27	51.56	73.43	58.8	79.65	76.12	-	-	65.92
ConeSep 2026.04		55.58	56.98	75.22	50.96	73.02	58.8	79.4	75.88	-	-	65.73
RUNC 2026.04		55.52	57.26	75.32	48.93	73.53	60.38	79.86	76.23	-	-	65.88
HABIT 2026.04		55.38	56.62	74.68	49.99	72.38	59.51	78.53	75.2	-	-	65.29
HABIT 2026.04		55.38	56.62	74.68	49.99	72.38	59.51	78.53	75.2	-	-	65.29
SPRC + FIRE-CIR 2026.04		55.35	56.23	75.12	50.32	73.77	59.51	79.4	76.1	-	-	65.73
INTENT 2026.04		55.31	56.32	74.93	50.32	72.1	59.28	78.45	75.16	-	-	65.24
INTENT 2026.04		55.31	56.32	74.93	50.32	72.1	59.28	78.45	75.16	-	-	65.24
INTENT 2026.04		55.31	56.32	74.93	50.32	72.1	59.28	78.45	75.16	-	-	65.24
SPRC + VQA4CIR 2026.04		55.21	56.79	74.52	49.18	73.06	59.67	79.3	75.62	-	-	65.41
Air-Know 2026.04		55.18	56.38	74.73	50.22	73.48	58.95	78.94	75.71	-	-	65.45
TME 2026.04		55.16	56.43	74.44	49.73	71.69	59.31	78.94	75.02	-	-	65.09
TME 2026.02		55.15	56.43	74.44	49.73	71.69	59.31	78.94	75.02	-	-	-
TME 2026.01		55.15	56.43	74.44	49.73	71.69	59.31	78.94	75.02	-	-	65.09
TME 2026.04		55.15	56.43	74.44	49.73	71.69	59.31	78.94	75.02	-	-	65.09
TME 2026.04		55.15	56.43	74.44	49.73	71.69	59.31	78.94	75.02	-	-	65.09
TME 2026.04		55.15	56.43	74.44	49.73	71.69	59.31	78.94	75.02	-	-	65.09
ConeSep 2026.04		54.93	56.28	74.45	50.23	72.19	58.29	78.38	75.01	-	-	64.97
SPRC 2023.10		54.92	55.64	73.89	49.18	72.43	59.35	78.58	74.97	-	-	64.85
SPRC 2025.04		54.92	55.64	73.89	49.18	72.43	59.35	78.58	74.97	-	-	64.85
SPRC 2026.01		54.92	55.64	73.89	49.18	72.43	59.35	78.58	74.97	-	-	64.85
SPRC 2026.04		54.92	55.64	73.89	49.18	72.43	59.35	78.58	74.97	-	-	64.85
SPRC 2026.04		54.92	55.64	73.89	49.18	72.43	59.35	78.58	74.97	-	-	64.85
SPRC 2026.04		54.92	55.64	73.89	49.18	72.43	59.35	78.58	74.97	-	-	64.85
SPRC 2026.02		54.72	55.64	73.89	49.18	72.43	59.35	78.58	74.97	-	-	-
SPRC 2026.04		54.72	55.64	73.89	49.18	72.43	59.35	78.58	74.97	-	-	64.85
DQU-CIR 2026.04		54.65	53.57	73.21	51.9	74.37	58.48	79.23	75.6	-	-	65.12
DQE-CIR 2026.03		54.6	55.94	74.62	48.47	71.09	59.38	79.12	75.94	-	-	-
HABIT 2026.04		54.48	55.67	73.19	49.63	71.34	58.14	78.32	74.28	-	-	64.38
HABIT 2026.04		54.48	55.67	73.19	49.63	71.34	58.14	78.32	74.28	-	-	64.38
CCIN 2026.02		54.41	55.93	74.14	49.38	72.58	57.93	77.56	74.76	-	-	-
CCIN 2026.01		54.41	55.93	74.14	49.38	72.58	57.93	77.56	74.76	-	-	64.59
CCIN 2026.04		54.41	55.93	74.14	49.38	72.58	57.93	77.56	74.76	-	-	64.59
SPRC 2026.04		54.41	55.05	74.39	49.03	72.68	59.15	78.99	75.35	-	-	64.88
INTENT 2026.04		54.22	55.32	73.57	49.32	71.43	58.01	78.46	74.49	-	-	64.36
INTENT 2026.04		54.22	55.32	73.57	49.32	71.43	58.01	78.46	74.49	-	-	64.36
INTENT 2026.04		54.22	55.32	73.57	49.32	71.43	58.01	78.46	74.49	-	-	64.36
TME 2026.04		54.03	55.84	73.16	49.03	70.35	57.22	78.23	73.91	-	-	63.97
TME 2026.04		54.03	55.84	73.16	49.03	70.35	57.22	78.23	73.91	-	-	63.97
TME 2026.04		54.03	55.84	73.16	49.03	70.35	57.22	78.23	73.91	-	-	63.97
RCL 2026.04		53.86	55.89	73.9	48.79	72.68	56.91	77.41	74.66	-	-	64.26
ConeSep 2026.04		53.39	54.56	73.25	48.39	71.34	57.22	77.87	74.15	-	-	63.77
Baseline 2026.02		53.23	55	74.39	46.8	70.6	57.88	78.12	74.37	-	-	-
Air-Know 2026.04		53.19	53.95	73.09	47.9	71.09	57.71	77.94	74.04	-	-	63.61
RDE 2026.04		53.04	54.37	73.55	47.84	71.89	56.91	77.21	74.22	-	-	63.63
TEMA 2026.04		53.02	52.9	73.55	49.66	71.98	56.49	77.07	74.2	-	-	-
QuRe 2026.02		52.6	53.53	72.87	46.8	69.81	57.47	77.77	73.48	-	-	-
QuRe 2026.03		52.6	53.53	72.87	46.8	69.81	57.47	77.77	73.48	-	-	-
QuRe 2026.04		52.6	53.53	72.87	46.8	69.81	57.47	77.77	73.48	-	-	63.04
INTENT 2026.04		52.52	52.78	72.48	47.99	71.24	56.79	76.23	73.32	-	-	62.92
HABIT 2026.04		52.52	53.72	72.55	47.33	69.71	56.51	77	73.09	-	-	62.8
INTENT 2026.04		52.52	52.78	72.48	47.99	71.24	56.79	76.23	73.32	-	-	62.92
HABIT 2026.04		52.52	53.72	72.55	47.33	69.71	56.51	77	73.09	-	-	62.8
INTENT 2026.04		52.52	52.78	72.48	47.99	71.24	56.79	76.23	73.32	-	-	62.92
RCL 2026.04		51.82	53.14	71.74	47.05	70.65	55.28	75.62	72.67	-	-	62.25
TME 2026.04		51.47	53.09	71.88	46.26	68.27	55.07	76.59	72.25	-	-	61.86
TME 2026.04		51.47	53.09	71.88	46.26	68.27	55.07	76.59	72.25	-	-	61.86
TME 2026.04		51.47	53.09	71.88	46.26	68.27	55.07	76.59	72.25	-	-	61.86
TG-CIR 2023.09		51.32	52.6	72.52	45.22	69.66	56.14	77.1	73.09	-	-	-
TG-CIR 2023.10		51.32	52.6	72.52	45.22	69.66	56.14	77.1	73.09	-	-	62.21
TG-CIR 2025.04		51.32	52.6	72.52	45.22	69.66	56.14	77.1	73.09	-	-	58.05
Re-ranking 2023.10		51.17	50.15	71.25	48.14	71.43	55.23	76.8	73.13	-	-	62.15
Candidate Re-ranking for CIR (Ours R100) 2023.05		51.17	50.15	71.25	48.14	71.34	55.23	76.8	73.13	-	-	62.15
Re-ranking 2025.04		51.17	50.15	71.25	48.14	71.43	55.23	76.8	73.13	-	-	62.15
Re-ranking 2026.01		51.17	50.15	71.25	48.14	71.43	55.23	76.8	73.13	-	-	62.15
Re-ranking 2026.04		51.17	50.15	71.25	48.14	71.43	55.23	76.8	73.13	-	-	62.15
ReRanking 2026.04		51.17	50.15	71.25	48.14	71.34	55.23	76.8	73.13	-	-	62.15
Candidate 2026.04		51.17	50.15	71.25	48.14	71.34	55.23	76.8	73.13	-	-	-
FashionERN 2026.01		50.91	52.7	75.07	43.93	68.77	56.09	78.38	74.07	-	-	62.49
SPRC 2026.03		50.86	51.37	72.77	45.71	70	55.48	77.46	73.41	-	-	-
CoVR-2 2026.02		49.96	51.23	70.64	46.53	69.6	52.14	73.27	71.17	-	-	-
ConeSep 2026.04		49.25	51.23	70.35	43.33	66.01	53.19	74.55	70.3	-	-	59.77
Air-Know 2026.04		49.23	51.31	70.26	42.52	66.03	53.86	74.41	70.23	-	-	59.73
RDE 2026.04		49.16	50.74	69.09	44.62	68.91	52.12	73.38	70.64	-	-	59.81
RCL 2026.04		49.01	50.74	69.19	43.68	66.44	52.63	73.84	69.82	-	-	59.42
CASE 2023.10		48.79	48.48	70.23	47.44	69.36	50.18	72.24	70.68	-	-	59.74
CASE 2023.03		48.79	48.48	70.23	47.77	69.36	50.18	72.24	70.68	-	-	59.74
CASE 2023.05		48.79	48.48	70.23	47.77	69.36	50.18	72.24	70.68	-	-	59.74
CASE 2023.06		48.79	48.48	70.23	47.44	69.36	50.18	72.24	70.68	-	-	-
CASE 2023.06		48.79	-	-	-	-	-	-	70.68	-	-	59.74
CASE 2023.06		48.79	48.48	70.23	47.44	69.36	50.18	72.24	70.68	-	-	-
CASE 2025.04		48.79	48.48	70.23	47.44	69.36	50.18	72.24	70.68	-	-	59.74
CASE 2023.03		48.79	48.48	70.23	47.44	69.36	50.18	72.24	70.68	-	-	-
CASE 2026.01		48.79	48.48	70.23	47.44	69.36	50.18	72.24	70.68	-	-	59.74
CASE 2026.04		48.79	48.48	70.23	47.44	69.36	50.18	72.24	70.68	-	-	59.74
CASE 2026.04		48.79	48.48	70.23	47.44	69.36	50.18	72.24	70.68	-	-	-
COVR-BLIP 2023.10		48.53	48.43	67.42	44.55	69.03	52.6	74.31	70.25	-	-	59.39
COVR-BLIP 2025.04		48.53	48.43	67.42	44.55	69.03	52.6	74.31	70.25	-	-	59.39
CoVR-BLIP 2026.01		48.53	48.43	67.42	44.55	69.03	52.6	74.31	70.25	-	-	59.39
CoVR 2026.03		48.53	48.43	67.42	44.55	69.03	52.6	74.31	70.25	-	-	-

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