Monte Carlo Denoising

Neural Partitioning Pyramids for Denoising Monte Carlo Renderings

Martin Bálint, Krzysztof Wolski, Karol Myszkowski, Hans-Peter Seidel, Rafal Mantiuk

Conference meta-only SIGGRAPH 2023 Rendering
Monte Carlo Denoising Path Tracing Neural Network Image Reconstruction

Temporally Stable Metropolis Light Transport Denoising using Recurrent Transformer Blocks

Chuhao Chen, Yuze He, Tzu-Mao Li

Journal SIGGRAPH 2024 Rendering
Monte Carlo Denoising Metropolis Light Transport Recurrent Neural Network Vision Transformer Temporal Stability Kernel-Predicting Network Global Illumination

Ragged Neighborhood Attention for Spatiotemporal Neural Denoising of Deep Monte Carlo Renderings

Xianyao Zhang, Gerhard Röthlin, Tunç Ozan Aydın, Farnood Salehi, Marios Papas

Conference meta-only SIGGRAPH 2026 Rendering
Monte Carlo Denoising Deep Images Neighborhood Attention Spatiotemporal Denoising Neural Network

Input-Dependent Uncorrelated Weighting for Monte Carlo Denoising

Jonghee Back, Binh-Son Hua, Toshiya Hachisuka, Bochang Moon

Conference meta-only SIGGRAPH Asia 2023 Rendering
Monte Carlo Denoising Rendering Image Reconstruction Kernel Prediction

Neural Kernel Regression for Consistent Monte Carlo Denoising

Pengju Qiao, Qi Wang, Yuchi Huo, Shiji Zhai, Zixuan Xie, Wei Hua, Hujun Bao, Tao Liu

Journal meta-only SIGGRAPH Asia 2024 Rendering
Monte Carlo Denoising Kernel Regression Rendering Consistency Neural Network

Online Neural Denoising with Cross-Regression for Interactive Rendering

Hajin Choi, Seokpyo Hong, Inwoo Ha, Nahyup Kang, Bochang Moon

Journal SIGGRAPH Asia 2024 Rendering
Monte Carlo Denoising Interactive Rendering Online Learning Cross Regression Self-Supervised Learning