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Papers Benchmarks Datasets Tasks

SMIYC dataset and benchmarks · SOTA2 Research

Research Datasets

SMIYC

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Dense Anomaly Detection

SMIYC AnomalyTrack

82.9AP

30

Anomaly Segmentation

SMIYC-RO21 (val)

94.4AuPRC

22

Anomaly Segmentation

SMIYC-RA21 (val)

95.1AuPRC (%)

22

Out-of-Distribution Detection

SMIYC Obstacle (test)

87.08AP

22

Dense Anomaly Detection

SMIYC ObstacleTrack

87.1AP

21

Anomaly Segmentation

SMIYC Road Obstacle 2021

61.4sIoU

15

Anomaly Segmentation

SMIYC Road Anomaly 2021

60.4sIoU

15

Anomaly segmentation

SMIYC-RO21 v1 (test)

95.29AP

14

Anomaly segmentation

SMIYC-RA21 v1 (test)

93.75AP

14

Anomaly Segmentation

SMIYC RA 21 (val)

60.4sIoU

13

Anomaly Segmentation

SMIYC RO 2021 (test)

93.3AuPRC

12

Anomaly Segmentation

SMIYC RA 2021 (test)

88.7AuPRC

12

Anomaly Segmentation

SMIYC Obstacle (val)

96.91AUPR

11

Obstacle Segmentation

SMIYC Obstacle Track

91.8AP

11

Anomaly Segmentation

SMIYC Anomaly Track

90.9AP

11

Out-of-Distribution Detection

SMIYC Lost & Found (test)

89.3AP

10

Out-of-Distribution Detection

SMIYC Obstacle (val)

96.91AuPRC

9

Out-of-Distribution Detection

SMIYC Anomaly (val)

91.92AuPRC

9

Anomaly Segmentation

SMIYC-Anomaly (test)

88.9AP

8

Anomaly Detection

SMIYC (val)

7.18AnomalyTrack FPR

8

Out-of-Distribution Detection

SMIYC Anomaly official (test)

11.68FPR

7

Open-set semantic segmentation

SMIYC-Obstacle

76.2IoU

5

Open-set semantic segmentation

SMIYC Anomaly

82.9IoU

5

Anomaly Segmentation

SMIYC Anomaly (val)

54.33AuIoU

5

Popular tasks

Anomaly Segmentation Out-of-Distribution Detection Dense Anomaly Detection Open-Set Semantic Segmentation Anomaly Detection

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