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CARD: Correlation Aware Restoration with Diffusion
Niki Nezakati, Arnab Ghosh, Amit Roy-Chowdhury +1
Denoising diffusion models have achieved state-of-the-art performance in image restoration by modeling the process as sequential denoising steps. However, most approaches assume in…
TDiff: Thermal Plug-And-Play Prior with Patch-Based Diffusion
Piyush Dashpute, Niki Nezakati, Wolfgang Heidrich +1
Thermal images from low-cost cameras often suffer from low resolution, fixed pattern noise, and other localized degradations. Available datasets for thermal imaging are also limite…
Robust Multimodal Learning via Cross-Modal Proxy Tokens
Md Kaykobad Reza, Ameya Patil, Mashhour Solh +1
Multimodal models often experience a significant performance drop when one or more modalities are missing during inference. To address this challenge, we propose a simple yet effec…