Object-Anchored Composed Image Retrieval on OACIRR 1.0 (test) benchmark leaderboard · SOTA2 Research

Object-Anchored Composed Image Retrieval on OACIRR 1.0 (test)

77.15Fashion RID@1AdaFocal (ViT-G)

Evaluation Results

Method	Links
AdaFocal (ViT-G)2026.04		77.15	65.31	86.88	78.42	53.63	92.22	91.86	74.11	95.39	82.92	58.47	91.63	79
AdaFocal (ViT-L)2026.04		72.6	61.95	85.3	75.68	51.87	90.04	87.76	69.94	93.32	80.5	57.55	90.25	76.4
SPRC (ViT-G)2026.04		65.25	58.51	80.89	72.87	49.82	89.57	86.05	70.61	93.68	76.32	56.04	89	74.05
SPRC (ViT-L)2026.04		61.09	54.8	75.85	68.99	46.48	86.95	80.29	67.14	90.41	72.62	54.27	86.11	70.42
U-MARVEL2026.04		46.05	40.38	60.59	62.92	39.96	74.9	83.26	54.69	84.13	69.81	37.67	73.08	60.62
GME (7B)2026.04		44.98	39.24	60.18	63.11	38.34	75.38	83.44	54.6	84.15	77.11	47.09	82.69	62.53
MM-Embed2026.04		41.38	34.55	52.5	53.21	30.06	62.8	71.03	41.47	71.15	78.85	38.88	79.32	54.6
GME (2B)2026.04		38.13	32.14	51.5	58.84	31.6	66.03	76.89	44.11	74.2	73.86	38.99	75.61	55.16
SPRC (ViT-G)2026.04		28.62	25.79	44.48	25.13	15.92	37.06	54.39	34.85	62.31	40.41	26.29	52.39	37.3
SPRC (ViT-L)2026.04		28.54	25.49	44.26	22.47	15.23	36.78	52.55	33.35	61.47	37.31	24.2	49.99	35.97
UniIR-BLIPFF2026.04		28.53	22.41	39.63	37.21	19.97	46.51	37.76	20.98	43.19	31.71	17.14	52.12	33.1
LamRA-Ret2026.04		27.45	21.63	37.1	61.03	35.44	74.51	69.45	39.53	70.25	58.64	32.58	68.74	49.7
UniIR-CLIPSF2026.04		17.33	12.26	24.76	32.67	16.95	41.89	33.71	18.22	40.1	29.47	15.51	43.24	27.18
LinCIR2026.04		15.78	12.04	21.82	5.55	2.23	7.28	47.55	14.63	34.91	42.76	19.57	47.15	22.61
Pic2Word2026.04		14.98	11.15	21.55	12.07	4.07	11.32	45.95	13.66	34.19	55.98	20.99	52.12	24.84