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ResearchFormerly WizWand

Anomaly Detection on ImageNet (test)

0.987AUCOpenMatch
0.4308080.5752040.71960.863996Feb 28, 2020May 13, 2020Jul 28, 2020Oct 12, 2020Dec 27, 2020Mar 13, 2021May 28, 2021
Updated 8mo ago

Evaluation results

MethodLinks
OpenMatchlabeled samples per class=100, supervision level=partial2021.050.987
MTClabeled samples per class=100, supervision level=partial2021.050.965
DROCCImageNet Class=Parachute2020.020.935
Supervisedsupervision level=full2021.050.908
DeepSVDDImageNet Class=Parachute2020.020.8135
Labeled Onlylabeled samples per class=100, supervision level=partial2021.050.805
DROCCImageNet Class=French Horn2020.020.7697
FixMatchlabeled samples per class=100, supervision level=partial2021.050.769
Nearest NeighborImageNet Class=Parachute2020.020.7587
DeepSVDDImageNet Class=Golf Ball2020.020.7223
DROCCImageNet Class=Cassette Player2020.020.7117
DROCCImageNet Class=Golf Ball2020.020.7072
DROCCImageNet Class=English Springer2020.020.7045
Nearest NeighborImageNet Class=Golf Ball2020.020.7036
DROCCImageNet Class=Tench2020.020.7019
DROCCImageNet Class=Gas Pump2020.020.6994
DROCCImageNet Class=Garbage Truck2020.020.6906
DROCCImageNet Class=Chainsaw2020.020.6863
DROCCImageNet Class=Church2020.020.6746
DeepSVDDImageNet Class=English Springer2020.020.6645
Nearest NeighborImageNet Class=Tench2020.020.6557
DeepSVDDImageNet Class=Tench2020.020.6514
DeepSVDDImageNet Class=Garbage Truck2020.020.6215
Nearest NeighborImageNet Class=Church2020.020.6135
DeepSVDDImageNet Class=Cassette Player2020.020.6047
DeepSVDDImageNet Class=Chainsaw2020.020.5943
DeepSVDDImageNet Class=Gas Pump2020.020.5666
Nearest NeighborImageNet Class=English Springer2020.020.5637
DeepSVDDImageNet Class=Church2020.020.5631
Nearest NeighborImageNet Class=Garbage Truck2020.020.542
DeepSVDDImageNet Class=French Horn2020.020.5306
Nearest NeighborImageNet Class=French Horn2020.020.5052
Nearest NeighborImageNet Class=Cassette Player2020.020.477
Nearest NeighborImageNet Class=Gas Pump2020.020.4743
Nearest NeighborImageNet Class=Chainsaw2020.020.4522