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Degradation-induced covariate shift detection on COCO synthetically corrupted variants

88.64AUROC (Severity 1)

DM backbone YOLOv10-m

Updated 4d ago

Evaluation Results

Method	Links
DM backbone YOLOv10-m 2026.02		88.64	89.7	89.75	95.28	97.14
DM backbone YOLOv9-m 2026.02		87.64	89.06	90.07	95.66	96.62
DM backbone YOLOv11-m 2026.02		85.84	89.12	89.95	94.58	96.04
DM backbone RT DETR-l 2026.02		83.88	88.29	90.37	95.61	97.11
ARNIQUA 2026.02		73.6	80.07	80.58	83.3	85.74
MANIQA 2026.02		65.87	71.55	73.42	76.97	77.3
CLIPIQA 2026.02		57.78	60.43	62.29	69.28	69.71
CLIPIQA+ 2026.02		56.42	58.11	61.03	63.45	67.81
Entropy (Classification) 2026.02		54.7	59.97	62.84	68.47	77.6
Entropy (Classification) 2026.02		53.31	59.65	64.35	70.43	77.33
QualiCLIP 2026.02		53.17	56.77	66.28	70.6	72.53
Confidence Score 2026.02		52.91	56.93	61.51	69.69	77.65
MANIQA 2026.02		52.88	54.49	55.27	56.67	61.56
Entropy (Regression) 2026.02		52.73	55.15	57.67	60.82	66.51
Trace 2026.02		52.61	55.31	57.14	60.29	65.44
QualiCLIP+ 2026.02		52.56	57.9	65.49	69.18	70.87
Confidence Score 2026.02		52.55	56.77	60.72	68.1	75.28
ARNIQUA 2026.02		52.09	52.83	58.26	58.43	60.23
Entropy (Regression) 2026.02		51.65	51.66	55.72	56.9	64.87
Trace 2026.02		51.14	54.83	58.96	59.68	63.61
M-NF backbone 2026.02		49.9	50.25	58.76	63.9	69.12
CLIPIQA+ 2026.02		49.85	48.65	47.57	46.61	45.33
NF backbone 2026.02		49.8	50.2	56.12	64.9	73.45
M-NF backbone 2026.02		49.8	50.2	58.61	63.8	68.94
NF backbone 2026.02		49.7	50.1	55.12	64.4	73.56
M-NF backbone 2026.02		49.7	50.1	55.76	61.6	67.54
Determinant 2026.02		49.65	50.57	51.29	52.66	56.39
NF backbone 2026.02		49.6	49.9	51.12	56.2	61.53
Determinant 2026.02		49.48	51.09	50.94	54.13	58.23
CLIPIQA 2026.02		49.36	47.71	47.58	46.65	45.76
QualiCLIP+ 2026.02		47.04	42.45	45.31	50.23	56.24
QualiCLIP 2026.02		45.36	41.53	46.77	49.79	56.16