vector-quantization

There are 6 repositories under vector-quantization topic.

lucidrains / vector-quantize-pytorch
Vector (and Scalar) Quantization, in Pytorch
artificial-intelligence deep-learning pytorch scalar-quantization vector-quantization
Language:Python 3669
JustGlowing / minisom
:red_circle: MiniSom is a minimalistic implementation of the Self Organizing Maps
machine-learning vector-quantization som neural-networks unsupervised-learning manifold-learning self-organizing-map clustering outlier-detection dimensionality-reduction kohonen
Language:Python 1557
ByteVisionLab / TokenFlow
[CVPR 2025] 🔥 Official impl. of "TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generation".
large-language-models text-to-image-generation multimodal-understanding vector-quantization
Language:Python 398
TencentARC / VQFR
ECCV 2022, Oral, VQFR: Blind Face Restoration with Vector-Quantized Dictionary and Parallel Decoder
face-restoration vector-quantization
Language:Python 344
youngsheen / SimVQ
[ICCV 2025] SimVQ: Addressing Representation Collapse in Vector Quantized Models with One Linear Layer
audio encodec image vector-quantization vqgan
Language:Python 301
annlite
jina-ai / annlite
⚡ A fast embedded library for approximate nearest neighbor search
information-retrieval approximate-nearest-neighbor-search hnsw neural-search product-quantization cython image-search vector-quantization vector-search
Language:Python 234
sony / sqvae
Pytorch implementation of stochastically quantized variational autoencoder (SQ-VAE)
bayesian deep-generative-model generative-model gumbel-softmax machine-learning pytorch vae variational-autoencoder vector-quantization vq-vae
Language:Python 192
lucidrains / titok-pytorch
Implementation of TiTok, proposed by Bytedance in "An Image is Worth 32 Tokens for Reconstruction and Generation"
artificial-intelligence deep-learning image-generation vector-quantization
Language:Python 182
ByteVisionLab / DetailFlow
🔥 Official impl. of "DetailFlow: 1D Coarse-to-Fine Autoregressive Image Generation via Next-Detail Prediction"
1d vector-quantization
Language:Python 159
ML4ITS / TimeVQVAE
[official] PyTorch implementation of TimeVQVAE from the paper ["Vector Quantized Time Series Generation with a Bidirectional Prior Model", AISTATS 2023]
time-series time-series-generation vector-quantization pytorch synthetic-time-series timevqvae
Language:Jupyter Notebook 154
uber-research / permute-quantize-finetune
Using ideas from product quantization for state-of-the-art neural network compression.
deep-learning network-compression vector-quantization
Language:Python 146
yzGuu830 / efficient-speech-codec
[EMNLP 2024] ESC: Efficient Speech Coding with Cross-Scale Residual Vector Quantized Transformers
audio-compression deep-learning neural-speech-coding pytorch transformers vector-quantization
Language:Jupyter Notebook 123
lucadellalib / focalcodec
A low-bitrate single-codebook 16 / 24 kHz speech codec based on focal modulation
codec deep-learning focal-modulation neural-speech-coding pytorch speech-synthesis vector-quantization vocos wavlm
Language:Jupyter Notebook 113
siyuhuang / QuantArt
Official PyTorch implementation of QuantArt (CVPR2023)
generative-model image-style-transfer vector-quantization
Language:Python 109
1Konny / VQ-VAE
Pytorch Implementation of "Neural Discrete Representation Learning"
vq-vae pytorch vector-quantization deep-learning
Language:Jupyter Notebook 91
DiceTechJobs / VectorsInSearch
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
solr lsh word2vec glove information-retrieval search-engine semantic-search vector lucene kmeans kmeans-quantization quantization locality-sensitive-hashing vector-quantization conceptual-search inverted-indexes invertedindex elasticsearch elmo bert
Language:Python 86
Neur-IO / OptVQ
Towards training VQ-VAE models robustly!
optimal-transport vector-quantization vector-quantized vq-vae vqgan vqvae
Language:Python 85
Neur-IO / ReVQ
Explore how to get a VQ-VAE models efficiently!
autoencoder quantizer tokenizer vector-quantization vq-vae
Language:Python 62
xinyandai / product-quantization
Implementation of vector quantization algorithms, codes for Norm-Explicit Quantization: Improving Vector Quantization for Maximum Inner Product Search.
product-quantization vector-quantization lsh approximate-nearest-neighbor-search clustering
Language:Python 59
GoGoDuck912 / pytorch-vector-quantization
A Pytorch Implementations for Various Vector Quantization Methods
computer-vision deep-learning self-supervised-learning unsupervised-clustering vector-quantization
Language:Python 33
ciodar / deep-compression
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.
deep-learning model-compression pruning vector-quantization
Language:Jupyter Notebook 32
LabShuHangGU / MVAR
MVAR: Visual Autoregressive Modeling with Scale and Spatial Markovian Conditioning
autoregressive-models image-generation markovian-conditioning next-scale-prediction vector-quantization
32
Spark001 / VQ-TensoRF
VQ-TensoRF --- Official implementation of our CVPR 2023 paper "Compressing Volumetric Radiance Fields to 1 MB"
compression nerf tensorf vector-quantization
Language:Python 29
samsad35 / VQ-MAE-S-code
[ICASSPW] A Vector Quantized Masked AutoEncoder for speech emotion recognition
emotion-recognition masked-autoencoder self-supervised-learning speech vector-quantization
Language:Python 28
pjyazdian / Gesture2Vec
This is an official PyTorch implementation of "Gesture2Vec: Clustering Gestures using Representation Learning Methods for Co-speech Gesture Generation" (IROS 2022).
affective-computing co-speech-gesture gesture-generation human-robot-interaction machine-learning vector-quantization
Language:Python 26
multimediamike / dreamroq
A RoQ video playback system for the Sega Dreamcast video game console
video video-codec c dreamcast vector-quantization
Language:C 21
Nikolai10 / FSQ
TensorFlow implementation of "Finite Scalar Quantization: VQ-VAE Made Simple" (ICLR 2024)
deep-learning scalar-quantization tensorflow vector-quantization
Language:Python 21
swasun / VQ-VAE-Images
PyTorch implementation of VQ-VAE applied on CIFAR10 dataset
vq-vae vae cifar10 pytorch autoencoder vector-quantization vq-ema
Language:Python 21
theAdamColton / vq-clip
Train vector quantized CLIP models using pytorch lightning
clip contrastive-learning pytorch pytorch-lightning vector-quantization vision-transformer
Language:Python 20
learning2hash / learning2hash.github.io
Curated website for Awesome Learning to Hash, featuring research papers, resources, and tools on learning to hash, approximate nearest neighbor (ANN) search, and vector quantization.
deep-learning academic-resources ann-search approximate-nearest-neighbor learning-to-hash machine-learning open-source representation-learning similarity-search vector-quantization hashing-methods neural-hashing
Language:HTML 19
xinyandai / similarity-search
A framework for index based similarity search.
cluster vector-quantization lsh
Language:C++ 19
gittar / k-means-u-star
implementation of the k-means-u* clustering algorithm
clustering-algorithm vector-quantization k-means-clustering jupyter-notebook python dataset k-means
Language:Jupyter Notebook 14
habedi / vq
A vector quantization library for Rust :crab:
rust-lang rust-library vector-quantization vector-search data-compression nearest-neighbor-search clustering similarity-search machine-learning algorithms
Language:Rust 14
aidanscannell / iqrl
iQRL: implicitly Quantized Representations for Sample-efficient Reinforcement Learning
reinforcement-learning representation-learning self-supervised-learning pytorch td3 vector-quantization
Language:Python 12
gtiwari333 / speech-recognition-java-hidden-markov-model-vq-mfcc
Automatically exported from code.google.com/p/speech-recognition-java-hidden-markov-model-vq-mfcc
hidden-markov-model java speech-recognition vector-quantization java-speech-recognition k-means-clustering-java k-means-clustering audio-recorder java-sound-api fast-fourier-transform
Language:Java 12
baoy-nlp / CNAT
Non-autoregressive Translation by Learning Target Categorical Codes
pytorch non-autoregressive-translation conditional-random-fields vector-quantization
Language:Python 11

vector-quantization

lucidrains / vector-quantize-pytorch

JustGlowing / minisom

ByteVisionLab / TokenFlow

TencentARC / VQFR

youngsheen / SimVQ

jina-ai / annlite

sony / sqvae

lucidrains / titok-pytorch

ByteVisionLab / DetailFlow

ML4ITS / TimeVQVAE

uber-research / permute-quantize-finetune

yzGuu830 / efficient-speech-codec

lucadellalib / focalcodec

siyuhuang / QuantArt

1Konny / VQ-VAE

DiceTechJobs / VectorsInSearch

Neur-IO / OptVQ

Neur-IO / ReVQ

xinyandai / product-quantization

GoGoDuck912 / pytorch-vector-quantization

ciodar / deep-compression

LabShuHangGU / MVAR

Spark001 / VQ-TensoRF

samsad35 / VQ-MAE-S-code

pjyazdian / Gesture2Vec

multimediamike / dreamroq

Nikolai10 / FSQ

swasun / VQ-VAE-Images

theAdamColton / vq-clip

learning2hash / learning2hash.github.io

xinyandai / similarity-search

gittar / k-means-u-star

habedi / vq

aidanscannell / iqrl

gtiwari333 / speech-recognition-java-hidden-markov-model-vq-mfcc

baoy-nlp / CNAT