SimpNet-Deep-Learning-in-a-Shader
NCRFpp
SimpNet-Deep-Learning-in-a-Shader | NCRFpp | |
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2 | 1 | |
104 | 1,877 | |
- | - | |
0.0 | 0.0 | |
almost 3 years ago | almost 2 years ago | |
GLSL | Python | |
MIT License | Apache License 2.0 |
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SimpNet-Deep-Learning-in-a-Shader
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Can ML upscaling / DLSS be used to enhace shadow map quality?
If you think doing this https://github.com/SCRN-VRC/SimpNet-Deep-Learning-in-a-Shader/blob/master/Images/RenderTexture.png on all of the shadowmaps in a scene is faster than simply relying on tried-and-true hardware rasterization then you should work on more graphics/rendering projects to get a better grasp as to what is actually possible on hardware.
NCRFpp
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Speech and Language Processing (3rd ed. draft)
They still talk about Hidden Markov Models (HMMs) in quite a bit of detail in the sequence labelling chapter, but you are quite right, Conditional Random Fields (CRFs) and especially neural network based CRFs are in the top rankings when it comes to named entity recognition (NER) and part-of-speech tagging (POS), e.g. see https://github.com/jiesutd/NCRFpp.
What are some alternatives?
YOLOv4-Tiny-in-UnityCG-HLSL - A modern object detector inside fragment shaders
zshot - Zero and Few shot named entity & relationships recognition
AviSynthAiUpscale - An AviSynth+ implementation of some Super-Resolution Convolutional Neural Networks.
seqeval - A Python framework for sequence labeling evaluation(named-entity recognition, pos tagging, etc...)
CodeSearchNet - Datasets, tools, and benchmarks for representation learning of code.
Stanza - Stanford NLP Python library for tokenization, sentence segmentation, NER, and parsing of many human languages
ACNetGLSL - ACNet (Anime4KCPP Net) re-implemented in GLSL for real-time anime upscaling
thinc - 🔮 A refreshing functional take on deep learning, compatible with your favorite libraries
Language-Translation-with-Fragment-Shaders - EN to JP and JP to EN with transformer models
nn-morse - Decode morse using a neural network
pytorch-partial-crf - CRF, Partial CRF and Marginal CRF in PyTorch
speech-music-detection - Python framework for Speech and Music Detection using Keras.