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9 hoursfeat: implement beat-based timing systemskal
9 hoursadd trained layersskal
10 hoursdocs: Update CNN comments and add bias fix summaryskal
10 hoursfix: CNN bias accumulation and output format improvementsskal
16 hoursupdate cnn codeskal
16 hoursrefactor: Use linspace(-1,1) directly for coordsskal
16 hoursfix: Compute gray from [0,1] RGB in CNN shader generatorskal
21 hoursfix: Complete auxiliary texture initialization fixskal
22 hoursadd --save-intermediates to train.py and cnn_testskal
23 hoursfix: Move sigmoid activation to call site in CNN layer shaderskal
23 hoursfix: Replace clamp with sigmoid in CNN final layerskal
23 hoursfeat: Add early stopping to CNN trainingskal
24 hoursfix: CNN training/inference to match WGSL sliding windowskal
24 hoursformat .wgsl layer code (cosmetics)skal
33 hoursfix: Use patch-based inference to match CNN training distributionskal
33 hoursopt: Move invariant in1 calculation outside CNN convolution loopsskal
34 hoursopt: Vec4-optimize CNN convolution shaders for SIMDskal
34 hourschore: Update CNN architecture to 3×3×3 with new trained weightsskal
34 hoursdocs: Update CNN training documentation with patch extractionskal
34 hoursfeat: Add salient-point patch extraction for CNN trainingskal
36 hoursfix: Correct UV coordinate computation to match PyTorch linspaceskal
36 hoursfix: Add clamp to CNN final layer to match PyTorch trainingskal
36 hoursrefactor: Optimize CNN grayscale computationskal
36 hoursupdate train_cnn.py and shaderskal
37 hoursfeat: Add inference mode to train_cnn.py for ground truth generationskal
37 hoursfix: CNN training normalization pipeline consistencyskal
38 hoursrefactor: Optimize CNN normalization to eliminate redundant conversionsskal
39 hoursfix: Support variable kernel sizes in CNN layer generationskal
40 hoursfeat: CNN RGBD→grayscale with 7-channel augmented inputskal
41 hoursudpateskal
44 hoursfeat: Add multi-layer CNN support with framebuffer capture and blend controlskal
46 hoursdocs: Update and streamline CNN training documentationskal
46 hoursfeat: Add checkpointing support to CNN training scriptskal
46 hoursfix: Auto-expand single kernel size to all layers in training scriptskal
47 hoursupdate target imagesskal
47 hoursfeat: Add coordinate-aware CNN layer 0 for position-dependent stylizationskal