Semantic Segmentation on Cityscapes Adverse Conditions ACDC benchmark leaderboard · SOTA2 Research

Semantic Segmentation on Cityscapes Adverse Conditions ACDC

54.6mIoU (Night)DINOv2

Evaluation Results

Method	Links
DINOv22026.03		54.6	69.4	78.9	72.6	68.9
DINOv22026.03		49.9	67.6	77.5	69.9	66.2
DINOv22026.03		49.9	67.6	77.5	69.9	66.2
Af-DCD2026.03		48.9	68	79.1	71	66.7
Vanilla KD2026.03		48.6	68	79.4	70.5	66.6
Proteus2026.03		48.3	67.6	79.7	71.1	66.7
GKD2026.03		48.3	71.3	80.3	72	68
GKD2026.03		46.9	67.8	77.1	65.8	64.4
Vitkd2026.03		46.6	67.6	77.1	69.6	65.2
Af-DCD2026.03		46.4	65.8	75.4	63.5	62.7
EVA022026.03		46.1	65.1	76.7	62.6	62.6
Proteus2026.03		45.4	64.7	74.2	61.1	61.4
Vanilla KD2026.03		43.5	65.2	75.3	62.5	61.6
DINOv22026.03		39.3	64.1	68.7	61	58.3
GKD2026.03		39.2	62.6	75.5	62.2	59.9
EVA022026.03		39.1	64.9	73.3	62.6	60
Vanilla KD2026.03		38.6	62.6	73.8	61.8	59.2
Vitkd2026.03		37.8	62.9	73.5	60.3	58.6
Proteus2026.03		37.6	62.5	74.9	62.6	59.4
EVA022026.03		37.6	56.4	70.8	54.4	54.8
Af-DCD2026.03		37.5	63.2	75.4	59.3	58.8
Af-DCD2026.03		36.1	56.8	70.9	55	54.7
GKD2026.03		36	59	71.2	55.8	55.5
Vanilla KD2026.03		34.1	57.1	69.7	52.1	53.2
Proteus2026.03		34	56.3	70.8	50.6	52.9
Vitkd2026.03		32.5	59.2	68.4	56.6	54.2
Vitkd2026.03		28.9	52.2	66.1	49.7	49.2
EVA022026.03		20.9	54.6	63.3	48.7	46.9