Open Set Domain Generalization on PACS benchmark leaderboard · SOTA2 Research

Open Set Domain Generalization on PACS

86.2Accuracy (H=1)MEDIC

Evaluation Results

Method
MEDIC2024.04	86.2	—	—	—	—	—	—	71.47	—	—	—	—	—
CIRL2024.04	85.29	50.32	35.27	61.46	42.38	72.33	45.07	62.72	67.35	46.36	21.79	—	—
SCI-PD2024.04	85.25	48.69	41.93	66.58	56.87	80.13	71.03	75.03	70.16	61.21	21.27	—	—
EDir-CORAL2024.04	84.48	41.25	37.1	68.81	56.74	78.49	67.27	72.04	68.26	58.29	23.04	—	—
XDED2024.04	84.23	36.6	16.71	51.55	38.11	74	61.5	71.17	61.6	46.87	45.15	—	—
CLIPBase2024.04	84.22	43.91	38.23	64.32	55.14	79.16	69.2	72.89	67.9	58.87	23.15	—	—
Mixstyle2024.04	84.11	43.14	28	60.76	48.71	76.95	64.88	71.22	66.24	53.2	31.41	—	—
ERM2024.04	82.81	35.85	28.97	52.3	45.57	71.38	61.2	70.52	60.59	51.56	30.64	—	—
CORAL2024.04	82.27	39.85	37.59	60.49	48.27	72.68	62.96	69.02	63.82	54.46	22.62	—	—
RISE2024.04	82.1	39.51	34.51	59.87	53.14	75.59	70.14	75.71	64.27	58.38	27.56	—	—
ARPL2024.04	81.91	37.22	30.37	54.5	46.96	72.03	61.59	68.24	61.41	51.79	28.13	—	—
MMD2024.04	80.21	38.12	37.89	56.62	50.89	73.91	64.24	69.36	62.21	55.59	22.04	—	—
CLIP2026.07	—	—	—	—	—	—	—	—	—	—	—	86.1	77.6
CLIPood2026.07	—	—	—	—	—	—	—	—	—	—	—	89.4	78.2
Text-Anchored Information Bottleneck2026.07	—	—	—	—	—	—	—	—	—	—	—	90.6	78.8