SDD

Benchmarks

Task Name	Dataset Name	SOTA Result
Trajectory Prediction	SDD	ADE0.25	64
Anomaly Detection	SDD	AUC0.996	57
Anomaly Detection	SDD (test)	AUC-ROC98.8	45
Trajectory Prediction	SDD (test)	ADE0.17	24
Industrial Anomaly Detection	SDD	Balanced Accuracy88.9	19
Anomaly Segmentation	SDD	AUROC97.4	12
Trajectory Prediction	SDD Standard (test)	ADE7.74	11
Classification	SDD	Average Accuracy99.84	10
Classification	SDD (last 5% of data stream)	Accuracy (SDD last 5%)100	10
Stream Classification	SDD last 20% of data stream	Average Accuracy99.81	10
Classification	SDD last 10% data stream	Average Accuracy99.98	10
Classification	SDD (Entire data stream)	Accuracy99.84	10
Anomaly Segmentation	SDD	P-AUROC93	7
Trajectory Prediction	SDD	min_k ADE7.19	7
Anomaly Segmentation	SDD	Pixel-AUC93.2	7
pixel-level segmentation	SDD	AUROC86.9	6
image-level classification	SDD	AUROC81.7	6
Instrumental Music Generation	SDD 120s generations (test)	FAD0.101	6
Anomaly Detection	SDD	AUROC96.8	6
Anomaly Segmentation	SDD (test)	AUROC90.6	6
Pixel-level Anomaly Detection	SDD	AUROC97.9	6
Image-level Anomaly Detection	SDD	AUROC97.1	6
Instrumental Music Generation	SDD 190s generations	FAD0.1	5
Trajectory Prediction	SDD (quad_0 scene (84, 5))	Certified Robustness Radius7.29	4
Industrial Anomaly Detection	SDD	Anomaly Recall83.3	4

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