Leon Arthur Marx

DR.WILSS: Diffusion-Based Replay for Weakly Supervised Continual Semantic Segmentation

This work introduces DR.WILSS, an innovative approach to address catastrophic forgetting in continual learning using diffusion-based generative replay, which leverages language clues to guide the diffusion process, employing self-inpainting and regularization techniques to efficiently produce replay data, aiding the le...