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ResearchFormerly WizWand

Universal Domain Cross-Domain Retrieval on DomainNet-2-shot (test)

74.96Sketch mAP@200MAIL++

Evaluation results

Method	Links
MAIL++2026.05		74.96	49.89	28.1	11.64	73.08	46.29	63.81	41.68	80.25	52.44	64.04	40.39
ProS*2026.05		73.85	49.11	28.89	11.86	72.27	46.15	60.56	39.62	81.05	52.98	63.32	39.94
MAIL2026.05		73.61	49.2	26.91	11.6	72.53	45.93	62.69	41.35	79.81	52.21	63.11	40.06
MaPLe2026.05		71.18	46.65	26.48	11.28	70.72	44.64	60.24	39.4	77.47	49.15	61.22	38.22
MMA2026.05		71.14	45.54	24.03	10.17	68.66	41.53	59.52	36.74	75.92	46.38	59.86	36.07
BitFit2026.05		70.2	45	22.75	9.52	68.54	41.66	59.77	38.51	75.17	47.09	59.29	36.36
IVLA2026.05		66.58	40.18	21.44	8.2	64.84	37.31	58.42	37.58	70.66	42.29	56.39	33.11
AFormer2026.05		66.28	39.91	20.66	7.88	64.77	37.21	59.55	36.7	70.51	52.16	56.35	34.77
VPT-D2026.05		65.63	42.96	22.33	10.01	66.66	41.13	57.63	37.2	73.64	46.46	57.18	35.55
IVLP2026.05		64.54	42.17	21.31	9.51	66.55	40.58	59.26	37.64	72.31	44.8	56.79	34.94
CLIP2026.05		47.6	28.71	8.67	4.5	55.69	31.7	47.56	29.36	55.81	31.1	43.07	25.07