Checkpoints

Checkpoints for Anomaly Detection, Video Classification and Few-shot Learning are released.
Click on a number to download the corresponding checkpoint.
For some models, the checkpoint is split into multiple parts—please click on each part to download all segments.

Abnormal Detection Model Evaluation

Method Test\Train Cabin
(All)		 Cabin
(Split)		 Platform
(All)		 Platform
(L-A)		 Platform
(Split)		 TADD
(All)		 TADD
(L-A)		 TADD
(Split)
SlowOnly-R50 All 52.54 - 27.95 38.46 - 38.28 45.76 -
Action 62.34 57.12 17.76 28.69 27.66 30.98 44.13 43.95
Item 28.04 34.50 41.54 46.60 53.71 52.94 48.20 64.47
SlowFast-R50 All 48.32 - 30.58 36.12 - 52.30 56.72 -
Action 53.27 60.84 14.76 23.64 8.15 51.88 54.57 50.00
Item 35.95 37.73 51.67 48.32 50.85 53.72 59.94 56.15
SlowFast-R101 All 52.27
I II III 		- 38.56
I II III 		43.32
I II III 		- 46.14
I II III 		48.53
I II III 		-
Action 55.54
I II III 		73.42
I II III 		21.86
I II III 		28.03
I II III 		11.55
I II III 		45.71
I II III 		48.59
I II III 		43.60
I II III
Item 44.85
I II III 		51.62
I II III 		60.83
I II III 		56.06
I II III 		52.07
I II III 		46.90
I II III 		43.56
I II III 		46.50
I II III
ViT-B All 52.27
I II III 		- 33.14
I II III 		39.53
I II III 		- 46.78
I II III 		49.83
I II III 		-
Action 71.80
I II III 		67.91
I II III 		18.23
I II III 		20.67
I II III 		22.28
I II III 		47.88
I II III 		56.38
I II III 		44.43
I II III
Item 37.67
I II III 		8.2
I II III 		53.02
I II III 		55.25
I II III 		42.35
I II III 		44.84
I II III 		40.07
I II III 		53.18
I II III

Video Classification Model Evaluation

Method Test\Train Cabin
(All)		 Cabin
(Split)		 Platform
(All)		 Platform
(L-A)		 Platform
(Spilt)		 TADD
(All)		 TADD
(L-A)		 TADD
(Spilt)
Uni-V2 (Top1) All 90.67 - 74.36
I II 		61.54 I II - 76.32 I II 81.58 I II -
Action 91.94 90.32 75.00
I II 		70.83 I II 75.00 I II 84.88 I II 88.37 I II 80.00
Item 53.85 46.15 I II 73.33
I II 		46.67 I II 53.33 50.00 I II 60.71 I II 60.71
Uni-V2 (mAcc) All 87.97 - 69.22
I II 		46.06 I II - 66.56 I II 76.76 I II -
Action 91.49 90.06 75.30
I II 		56.33 I II 75.30 I II 78.08 I II 87.38 I II 71.83
Item 40.00 41.67 I II 61.11
I II 		37.50 I II 47.22 45.83 I II 55.30 I II 54.17
Swin-T (Top1) All 86.67 - 69.23 66.67 - 54.39 77.19 -
Action 90.32 93.55 75.00 70.83 62.50 86.05 84.88 81.18
Item 69.23 30.77 60.00 60.00 33.33 67.86 53.57 57.14
Swin-T (mAcc) All 83.67 - 63.86 59.85 - 39.09 66.60 -
Action 90.48 93.39 73.21 70.00 54.46 81.79 78.21 79.19
Item 53.33 25.00 51.39 51.39 33.33 56.06 44.70 51.67
Swin-B (Top1) All 88.00 - 61.54 64.10 - 82.46 81.58 -
Action 91.94 93.55 70.83 70.83 62.50 83.72 87.21 84.71
Item 69.23 30.77 46.67 53.33 46.67 78.57 64.29 46.43
Swin-B (mAcc) All 84.75 - 53.74 56.06 - 81.06 74.36 -
Action 91.15 93.57 62.80 66.67 56.85 82.34 85.04 82.24
Item 55.00 25.00 41.67 47.22 41.67 79.17 53.03 42.50
Swin-L (Top1) All 94.67
I II III 		- 53.85
I II III 		66.67
I II III 		- 83.33
I II III 		84.21
I II III 		-
Action 93.55
I II III 		91.94
I II III 		62.50
I II III 		75.00
I II III 		66.67
I II III 		86.05
I II III 		90.70
I II III 		85.88
I II III
Item 100.00
I II III 		53.85 I II 40.00
I II III 		53.33
I II III 		40.00 I II III 75.00
I II III 		64.29
I II III 		42.86
I II III
Swin-L (mAcc) All 95.41 I II III - 51.53 I II III 58.33 I II III - 77.04 I II III 73.93 I II III -
Action 93.57 I II III 91.40 I II III 56.85 I II III 71.76 I II III 54.46 I II III 83.73 I II III 84.88 I II III 83.31 I II III
Item 100.00 I II III 50.00 I II 44.44 I II III 47.22 I II III 38.89 I II III 59.09 I II III 57.27 I II III 40.00 I II III

Few-shot Learning Model Evaluation

Method Way Cabin
(1-shot)		 Cabin
(3-shot)		 Cabin
(5-shot)		 Platform
(1-shot)		 Platform
(3-shot)		 Platform
(5-shot)
MoLo 3 90.72 92.73 93.03 I II 86.04 90.33 90.70 I II
5 90.04 90.06 91.94 I II 80.96 I II 85.90 I II 86.53 I II
FSAR 3 52.10 63.10 64.30 60.90 I II 74.20 I II 82.80 I II
5 38.80 47.50 50.70 49.20 I II 67.40 I II 73.40 I II