Projects on Martin Bálinthttps://balint.io/projects/Recent content in Projects on Martin BálintHugoenmartin@balint.io (Martin Bálint)martin@balint.io (Martin Bálint)Sat, 01 Aug 2026 00:00:00 +0000Forget Superresolution, Sample Adaptively (when Path Tracing)Sat, 01 Aug 2026 00:00:00 +0000martin@balint.io (Martin Bálint)An end-to-end pipeline that learns where path-tracing samples matter, then reconstructs a detailed image from the sparse result.Learning Neural AntiderivativesMon, 01 Sep 2025 00:00:00 +0000martin@balint.io (Martin Bálint)A learning-based treatment of antiderivatives using neural representations.Histogram Stratification for Spatio-Temporal Reservoir SamplingFri, 01 Aug 2025 00:00:00 +0000martin@balint.io (Martin Bálint)A stratification method for improving spatiotemporal reservoir sampling.Self-Supervised Video Defocus Deblurring with Atlas LearningThu, 01 Aug 2024 00:00:00 +0000martin@balint.io (Martin Bálint)Self-supervised video defocus deblurring through an atlas-based representation.Joint Sampling and Optimisation for Inverse RenderingFri, 01 Dec 2023 00:00:00 +0000martin@balint.io (Martin Bálint)A method that treats sample allocation and stochastic optimization as one coupled inverse-rendering problem.Neural Partitioning Pyramids for Denoising Monte Carlo RenderingsTue, 01 Aug 2023 00:00:00 +0000martin@balint.io (Martin Bálint)A learned pyramidal filter that reconstructs low-sample-count path-traced images while avoiding ringing and scale-composition artifacts.Closed Form Transmittance in Heterogeneous Media Using Cosine NoiseMon, 01 Apr 2019 00:00:00 +0000martin@balint.io (Martin Bálint)Closed-form transmittance for heterogeneous media represented with cosine noise.