Vector (and Scalar) Quantization, in Pytorch
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May 3, 2025 - Python
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vector-quantization
Here are 98 public repositories matching this topic...
🔴 MiniSom is a minimalistic implementation of the Self Organizing Maps
machine-learning clustering som neural-networks dimensionality-reduction outlier-detection kohonen unsupervised-learning manifold-learning self-organizing-map vector-quantization
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Apr 7, 2025 - Python
ECCV 2022, Oral, VQFR: Blind Face Restoration with Vector-Quantized Dictionary and Parallel Decoder
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Dec 15, 2022 - Python
[CVPR 2025] 🔥 Official impl. of "TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generation".
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Mar 5, 2025 - Python
SimVQ: Addressing Representation Collapse in Vector Quantized Models with One Linear Layer
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Dec 29, 2024 - Python
⚡ A fast embedded library for approximate nearest neighbor search
information-retrieval cython image-search approximate-nearest-neighbor-search product-quantization vector-quantization hnsw vector-search neural-search
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Jul 21, 2023 - Python
Pytorch implementation of stochastically quantized variational autoencoder (SQ-VAE)
machine-learning pytorch generative-model vae bayesian variational-autoencoder vector-quantization gumbel-softmax vq-vae deep-generative-model
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Jul 20, 2022 - Python
Implementation of TiTok, proposed by Bytedance in "An Image is Worth 32 Tokens for Reconstruction and Generation"
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Jun 20, 2024 - Python
Using ideas from product quantization for state-of-the-art neural network compression.
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Aug 14, 2021 - Python
[official] PyTorch implementation of TimeVQVAE from the paper ["Vector Quantized Time Series Generation with a Bidirectional Prior Model", AISTATS 2023]
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Feb 17, 2025 - Jupyter Notebook
[EMNLP 2024] ESC: Efficient Speech Coding with Cross-Scale Residual Vector Quantized Transformers
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Mar 20, 2025 - Jupyter Notebook
Official PyTorch implementation of QuantArt (CVPR2023)
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Nov 8, 2024 - Python
Pytorch Implementation of "Neural Discrete Representation Learning"
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Mar 23, 2018 - Jupyter Notebook
A low-bitrate single-codebook 16 kHz speech codec based on focal modulation
deep-learning pytorch speech-synthesis codec vector-quantization wavlm vocos focal-modulation neural-speech-coding
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Feb 12, 2025 - Python
Dice.com repo to accompany the dice.com 'Vectors in Search' talk by Simon Hughes, from the Activate 2018 search conference, and the 'Searching with Vectors' talk from Haystack 2019 (US). Builds upon my conceptual search and semantic search work from 2015
search-engine elasticsearch information-retrieval solr word2vec vector lsh locality-sensitive-hashing lucene kmeans glove quantization semantic-search bert invertedindex conceptual-search vector-quantization kmeans-quantization elmo inverted-indexes
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May 12, 2021 - Python
Towards training VQ-VAE models robustly!
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Jan 9, 2025 - Python
Implementation of vector quantization algorithms, codes for Norm-Explicit Quantization: Improving Vector Quantization for Maximum Inner Product Search.
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Jan 7, 2021 - Python
PyTorch Lightning implementation of the paper Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding. This repository allows to reproduce the main findings of the paper on MNIST and Imagenette datasets.
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Dec 17, 2024 - Jupyter Notebook
VQ-TensoRF --- Official implementation of our CVPR 2023 paper "Compressing Volumetric Radiance Fields to 1 MB"
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Jul 24, 2023 - Python
A Pytorch Implementations for Various Vector Quantization Methods
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Sep 14, 2021 - Python
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