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Composed Image Retrieval on CIRR (test)

56.58Recall@1

WRF4CIR

Updated 8d ago

Evaluation Results

Method	Links
WRF4CIR 2026.04		56.58	85.45	92.24	98.68	80.48	92.6	96.84	82.96	-	-	-	-
ReCALL (R_refine) 2026.02		55.52	84.07	91.83	98.55	81.49	93.35	97.64	82.81	-	-	-	-
MCoT-MVS 2026.03		55.33	84.75	91.45	98.55	-	-	-	82.52	-	-	-	-
SPRC + SPN 2024.04		55.06	83.83	90.87	98.29	81.54	92.65	97.04	82.69	-	-	-	-
SPRC+SPN 2026.04		55.06	83.83	90.87	98.29	81.54	92.65	97.04	82.69	-	-	-	-
FAFA 2023.11		54.48	84.07	91.48	-	81.05	-	97.11	82.56	-	-	-	-
SPRC 2023.10		54.15	83.01	90.39	98.17	82.31	92.68	96.87	82.66	-	-	-	-
TMCIR 2025.04		54.12	84.27	91.06	98.43	82.64	92.45	96.77	82.66	-	-	-	-
DQE-CIR 2026.03		54.05	84.17	91.58	98.68	80.14	92.39	97.32	-	-	-	82.16	-
RUNC 2026.04		53.81	83.47	91.11	98.22	80.87	92.36	96.94	82.17	-	-	-	-
CSMCIR 2026.01		53.76	84.15	91.25	98.19	80.82	92.72	97.11	-	-	-	82.49	-
CIR-LVLM 2025.04		53.64	83.76	90.6	97.93	79.12	92.33	96.67	81.44	-	-	-	-
CIR-LVLM 2026.02		53.64	83.76	90.6	97.93	79.12	92.33	96.67	81.44	-	-	-	-
CIRLVLM 2026.03		53.64	83.76	90.6	97.93	-	-	-	81.48	-	-	-	-
CIR-LVLM 2026.04		53.64	83.76	90.6	97.93	79.12	92.33	96.67	81.44	-	-	-	-
TME 2026.02		53.42	82.99	90.24	98.15	81.04	92.58	96.94	82.01	-	-	-	-
TME 2026.01		53.42	82.99	90.24	98.15	81.04	92.58	96.94	-	-	-	82.01	-
TME 2026.04		53.42	82.99	90.24	98.15	81.04	92.58	96.94	82.01	-	-	-	-
TME 2026.04		53.42	82.99	90.24	98.15	81.04	92.58	96.94	-	-	-	82.01	-
TME 2026.04		53.42	82.99	90.24	98.15	81.04	92.58	96.94	-	-	-	82.01	-
TME 2026.04		53.42	82.99	90.24	98.15	81.04	92.58	96.94	-	-	-	82.01	-
TME 2026.04		53.42	82.99	90.24	98.15	81.04	92.58	96.94	-	-	-	82.01	-
CCIN 2026.02		53.41	84.05	91.17	98	-	-	-	-	-	-	-	-
CCIN 2026.01		53.41	84.05	91.17	98	-	-	-	-	-	-	-	-
CCIN 2026.03		53.41	84.05	91.17	98	-	-	-	81.66	-	-	-	-
CCIN 2026.04		53.41	84.05	91.17	98	-	-	-	-	-	-	-	-
INTENT 2026.04		53.37	83.16	90.73	98.22	80.24	92.37	96.89	-	-	-	81.7	-
INTENT 2026.04		53.37	83.16	90.73	98.22	80.24	92.37	96.89	-	-	-	81.7	-
INTENT 2026.04		53.37	83.16	90.73	98.22	80.24	92.37	96.89	-	-	-	81.7	-
RCL 2026.04		53.16	82.41	90.12	98.34	79.57	92.02	96.87	-	-	-	80.99	-
RCL 2026.04		53.16	82.41	90.12	98.34	79.57	92.02	96.87	-	-	-	80.99	-
ConeSep 2026.04		53.06	83.45	90.6	98.34	81.23	92.62	97.24	-	-	-	82.34	-
MELT 2026.03		52.76	83.04	90.33	97.94	80.63	92.68	96.77	81.84	-	-	-	-
HABIT 2026.04		52.71	82.64	90.63	98.19	80.99	92.77	97	-	-	-	81.82	-
HABIT 2026.04		52.71	82.64	90.63	98.19	80.99	92.77	97	-	-	-	81.82	-
HABIT 2026.04		52.71	82.64	90.63	98.19	80.99	92.77	97	-	-	-	81.82	-
ConeSep 2026.04		52.29	82.19	89.98	98.19	78.66	91.76	96.75	-	-	-	80.43	-
QuRe 2026.02		52.22	82.53	90.31	98.17	78.51	91.28	96.48	80.52	-	-	-	-
QuRe 2026.01		52.22	82.53	90.31	98.17	78.51	91.28	96.48	-	-	-	80.52	-
QuRe 2026.03		52.22	82.53	90.31	98.17	78.51	91.28	96.48	-	-	-	80.52	-
QuRe 2026.03		52.22	82.53	90.31	98.17	78.51	91.28	96.48	80.52	-	-	-	-
QuRe 2026.04		52.22	82.53	90.31	98.17	78.51	91.28	96.48	-	-	-	80.52	-
OFFSET 2025.07		52.19	82.6	90.07	98.07	81.37	93.08	97.54	-	-	-	81.99	-
Air-Know 2026.04		51.97	82.25	90.42	98.25	79.21	91.94	96.87	-	-	-	80.73	-
SPRC 2023.10		51.96	82.12	89.74	97.69	80.65	92.31	96.6	81.39	-	-	-	-
SPRC 2024.04		51.96	82.12	89.74	97.69	80.65	92.31	96.6	81.39	-	-	-	-
SPRC 2025.04		51.96	82.12	89.74	97.69	80.65	92.31	96.6	81.39	-	-	-	-
SPRC 2023.11		51.96	82.12	89.74	-	80.65	-	96.6	81.39	-	-	-	-
SPRC 2026.02		51.96	82.12	89.74	97.69	80.65	92.31	96.6	81.39	-	-	-	-
SPRC 2026.01		51.96	82.12	89.74	97.69	80.65	92.31	96.6	-	-	-	81.39	-
SPRC 2026.03		51.96	82.12	89.74	97.18	-	-	-	80.25	-	-	-	-
SPRC 2025.07		51.96	82.12	89.74	97.69	80.65	92.31	96.6	-	-	-	81.39	-
SPRC 2026.03		51.96	82.12	89.74	97.69	80.65	92.31	96.6	81.39	-	-	-	-
SPRC 2026.04		51.96	82.12	89.74	97.69	80.65	92.31	96.6	81.39	-	-	-	-
SPRC 2026.04		51.96	82.12	89.74	97.69	80.65	92.31	96.6	-	-	-	81.39	-
SPRC 2026.04		51.96	82.12	89.74	97.69	80.65	92.31	96.6	-	-	-	81.39	-
SPRC 2026.04		51.96	82.12	89.74	97.69	80.65	92.31	96.6	-	-	-	81.39	-
SPRC 2026.04		51.96	82.12	89.74	97.69	80.65	92.31	96.6	-	-	-	81.39	-
RDE 2026.04		51.81	82.02	90.6	97.93	78.17	91.9	96.7	-	-	-	80.1	-
RDE 2026.04		51.81	82.02	90.6	97.93	78.17	91.9	96.7	-	-	-	80.1	-
HABIT 2026.04		51.68	81.02	89.24	97.81	78.2	91.66	96.75	-	-	-	79.61	-
HABIT 2026.04		51.68	81.02	89.24	97.81	78.2	91.66	96.75	-	-	-	79.61	-
HABIT 2026.04		51.68	81.02	89.24	97.81	78.2	91.66	96.75	-	-	-	79.61	-
Air-Know 2026.04		51.37	81.73	89.78	98.07	79.06	91.66	96.54	-	-	-	80.4	-
TME 2026.04		51.35	81.01	88.53	97.81	78.46	91.25	96.39	-	-	-	79.74	-
TME 2026.04		51.35	81.01	88.53	97.81	78.46	91.25	96.39	-	-	-	79.74	-
TME 2026.04		51.35	81.01	88.53	97.81	78.46	91.25	96.39	-	-	-	79.74	-
TME 2026.04		51.35	81.01	88.53	97.81	78.46	91.25	96.39	-	-	-	79.74	-
ConeSep 2026.04		51.28	80.46	88.46	97.49	77.04	91.04	96.6	-	-	-	78.75	-
INTENT 2026.04		51.25	81.36	90.02	98.05	77.95	91.4	96.46	-	-	-	79.66	-
INTENT 2026.04		51.25	81.36	90.02	98.05	77.95	91.4	96.46	-	-	-	79.66	-
INTENT 2026.04		51.25	81.36	90.02	98.05	77.95	91.4	96.46	-	-	-	79.66	-
Baseline(R_base) 2026.02		51.23	82.15	90.2	98.2	77.57	91.83	96.34	79.86	-	-	-	-
HUG 2026.01		51.09	83.2	92.03	97.89	80.65	91.8	95.93	-	-	-	81.93	-
Ours 2024.03		51.03	-	88.93	97.53	76.51	-	95.76	-	-	-	-	-
VDG 2026.01		50.96	80.15	86.86	94.46	77.45	90.65	96.1	-	-	-	78.8	-
Air-Know 2026.04		50.82	80.42	88.37	97.83	77.43	90.68	96.24	-	-	-	78.93	-
SPRC 2026.03		50.75	80.58	88.72	97.59	79.57	91.76	96.7	-	-	-	80.07	-
Re-ranking 2023.10		50.55	81.75	89.78	97.18	80.04	91.9	96.58	80.9	-	-	-	-
Ours R50 2023.05		50.55	81.75	89.78	97.18	80.04	91.9	96.58	80.9	-	-	-	-
Re-ranking 2025.04		50.55	81.75	89.78	97.18	80.04	94.29	96.8	80.9	-	-	-	-
Re-ranking 2026.01		50.55	81.75	89.78	97.18	80.04	91.9	96.58	-	-	-	80.9	-
Candidate 2025.07		50.55	81.75	89.78	97.18	80.04	91.9	96.58	-	-	-	80.9	-
Re-ranking 2026.04		50.55	81.75	89.78	97.18	80.04	91.9	96.58	80.9	-	-	-	-
CoVR-2 2026.02		50.43	81.08	88.89	98.05	76.75	90.34	95.78	79.28	-	-	-	-
CoVR-2 2025.07		50.43	81.08	88.89	98.05	76.75	90.34	95.78	-	-	-	79.28	-
RCL 2026.04		50.43	81.11	88.82	96.68	77.52	90.8	95.71	-	-	-	79.31	-
RCL 2026.04		50.43	81.11	88.82	96.68	77.52	90.8	95.71	-	-	-	79.31	-
HABIT 2026.04		50.32	79.63	88.34	97.06	76.84	90.6	96.27	-	-	-	78.87	-
HABIT 2026.04		50.32	79.63	88.34	97.06	76.84	90.6	96.27	-	-	-	78.87	-
HABIT 2026.04		50.32	79.63	88.34	97.06	76.84	90.6	96.27	-	-	-	78.87	-
INTENT 2026.04		49.78	79.64	88.99	97.37	77.18	90.41	96	-	-	-	78.41	-
INTENT 2026.04		49.78	79.64	88.99	97.37	77.18	90.41	96	-	-	-	78.41	-
INTENT 2026.04		49.78	79.64	88.99	97.37	77.18	90.41	96	-	-	-	78.41	-
CoVR-BLIP 2023.10		49.69	78.6	86.77	94.31	75.01	88.12	93.16	80.81	-	-	-	-
Ours 2024.03		49.69	-	86.77	94.31	75.01	-	93.16	-	-	-	-	-
COVR-BLIP 2025.04		49.69	78.6	86.77	94.31	75.01	91.07	93.16	80.81	-	-	-	-
COVR-BLIP 2023.11		49.69	78.6	86.77	-	75.01	-	93.16	76.81	-	-	-	-
CoVR-BLIP 2026.01		49.69	78.6	86.77	94.31	75.01	88.12	93.16	-	-	-	80.81	-
CoVRBLIP 2026.03		49.69	78.6	86.77	94.31	-	-	-	77.34	-	-	-	-

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