J. M. Buenaposada

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

To adapt billion-parameter Vision Transformers for long-video understanding, recent methods freeze the backbone and train lightweight convolutional modules. While effective for parameter-efficient training, existing adapters do not reduce inference-time computation, leaving scalability with respect to video length larg...