A large-scale analysis on robustness in action recognition

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HMDB-51P

Severity increasing from left to right.

Box jumbling

Defocus blur

Freezing

Gaussian

Impulse




UCF-101P

Severity increasing from left to right.

JPEG

Jumbling

Motion blur

Rotation

Random rotation




Kinetics-400P

Severity increasing from left to right.

Reverse sampling

Sampling

Shot

Speckle

Translation

Zoom




Something-Something-V2P

Severity increasing from left to right.

Box Jumbling

Freeze

Motion Blur