Degradation-induced covariate shift detection on COCO synthetically corrupted variants benchmark leaderboard · SOTA2 Research

Degradation-induced covariate shift detection on COCO synthetically corrupted variants

88.64AUROC (Severity 1)DM backbone YOLOv10-m

Evaluation Results

Method	Links
DM backbone YOLOv10-m2026.02		88.64	89.7	89.75	95.28	97.14
DM backbone YOLOv9-m2026.02		87.64	89.06	90.07	95.66	96.62
DM backbone YOLOv11-m2026.02		85.84	89.12	89.95	94.58	96.04
DM backbone RT DETR-l2026.02		83.88	88.29	90.37	95.61	97.11
ARNIQUA2026.02		73.6	80.07	80.58	83.3	85.74
MANIQA2026.02		65.87	71.55	73.42	76.97	77.3
CLIPIQA2026.02		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
QualiCLIP2026.02		53.17	56.77	66.28	70.6	72.53
Confidence Score2026.02		52.91	56.93	61.51	69.69	77.65
MANIQA2026.02		52.88	54.49	55.27	56.67	61.56
Entropy (Regression)2026.02		52.73	55.15	57.67	60.82	66.51
Trace2026.02		52.61	55.31	57.14	60.29	65.44
QualiCLIP+2026.02		52.56	57.9	65.49	69.18	70.87
Confidence Score2026.02		52.55	56.77	60.72	68.1	75.28
ARNIQUA2026.02		52.09	52.83	58.26	58.43	60.23
Entropy (Regression)2026.02		51.65	51.66	55.72	56.9	64.87
Trace2026.02		51.14	54.83	58.96	59.68	63.61
M-NF backbone2026.02		49.9	50.25	58.76	63.9	69.12
CLIPIQA+2026.02		49.85	48.65	47.57	46.61	45.33
NF backbone2026.02		49.8	50.2	56.12	64.9	73.45
M-NF backbone2026.02		49.8	50.2	58.61	63.8	68.94
NF backbone2026.02		49.7	50.1	55.12	64.4	73.56
M-NF backbone2026.02		49.7	50.1	55.76	61.6	67.54
Determinant2026.02		49.65	50.57	51.29	52.66	56.39
NF backbone2026.02		49.6	49.9	51.12	56.2	61.53
Determinant2026.02		49.48	51.09	50.94	54.13	58.23
CLIPIQA2026.02		49.36	47.71	47.58	46.65	45.76
QualiCLIP+2026.02		47.04	42.45	45.31	50.23	56.24
QualiCLIP2026.02		45.36	41.53	46.77	49.79	56.16