Can Ufuk Ertenli

Streaming Multiscale Deep Equilibrium Models

"We present StreamDEQ, a method that infers frame-wise representations on videos with minimal per-frame computation. In contrast to conventional methods where compute time grows at least linearly with the network depth, we aim to update the representations in a continuous manner. For this purpose, w…