SV-TAD: Native Sparse Convs for Efficient Temporal Action Detection

Ricardo Pizarro, Roberto Valle, José M. Buenaposada +2

To adapt billion-parameter Vision Transformers for long-video understanding, recent methods freeze the backbone and train lightweight convolutional modules. While effective for par…