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Tragedy Plus Time: Capturing Unintended Human Activities from Weakly-labeled Videos

Robustness in Sequential Data Workshop @ CVPR 2022

Project Website: https://asu-apg.github.io/TragedyPlusTime/

Dataset: https://drive.google.com/drive/folders/1yy8P208lJdD4dc7KXjA_GUAzimQX9C4n?usp=sharing

Train Model

python main.py --model-name gru --p 1000 --q 10 --Lambda 0.8

Evaluation

Classification Performance

Architecture Feature GOAL cMAP UNINT cMAP
STPN I3D 45.3 37.5
WTALC I3D 50.2 38.2
A2CL-PT I3D 48.5 34.8
Ours I3D 52.6 41.1

Localization Performance

Model Feature Segment AVG mAP@IoU
STPN I3D Goal 21.5
Unint 15.0
WTALC I3D Goal 19.7
Unint 8.8
A2CL-PT I3D Goal 22.2
Unint 12.5
Ours I3D Goal 35.0
Unint 26.0

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