2 papers
cs.LG2026
Universality of Gaussian-Mixture Reverse Kernels in Conditional Diffusion
Nafiz Ishtiaque, Syed Arefinul Haque, Kazi Ashraful Alam +1
We prove that conditional diffusion models whose reverse kernels are finite Gaussian mixtures with ReLU-network logits can approximate suitably regular target distributions arbitra…
cs.CV2025
CAM-Seg: A Continuous-valued Embedding Approach for Semantic Image Generation
Masud Ahmed, Zahid Hasan, Syed Arefinul Haque +4
Traditional transformer-based semantic segmentation relies on quantized embeddings. However, our analysis reveals that autoencoder accuracy on segmentation mask using quantized emb…