BBuf / model-compressionLinks
model compression based on pytorch (1、quantization: 8/4/2bits(dorefa)、ternary/binary value(twn/bnn/xnor-net)；2、 pruning: normal、regular and group convolutional channel pruning；3、 group convolution structure；4、batch-normalization folding for binary value of feature(A))
☆171Updated 5 years ago
Alternatives and similar repositories for model-compression
Users that are interested in model-compression are comparing it to the libraries listed below
Sorting:
- 针对pytorch模型的自动化模型结构分析和修改工具集，包含自动分析模型结构的模型压缩算法库☆255Updated 2 years ago
- A tutorial about how to build a TensorRT Engine from a PyTorch Model with the help of ONNX☆248Updated 5 years ago
- Pytorch-->onnx-->TensorRT; CUDA11, CUDNN8, TensorRT8☆212Updated 2 years ago
- pytorch AutoSlim tools，支持三行代码对pytorch模型进行剪枝压缩☆39Updated 4 years ago
- Everything in Torch Fx☆345Updated last year
- www.giantpandacv.com☆157Updated last year
- ResRep: Lossless CNN Pruning via Decoupling Remembering and Forgetting (ICCV 2021)☆300Updated 3 years ago
- ONNX2Pytorch☆165Updated 4 years ago
- Try out different pruning-approaches on lightweight Backbones.☆145Updated 5 years ago
- A nnie quantization aware training tool on pytorch.☆238Updated 5 years ago
- EasyQuant(EQ) is an efficient and simple post-training quantization method via effectively optimizing the scales of weights and activatio…☆408Updated 3 years ago
- RM Operation can equivalently convert ResNet to VGG, which is better for pruning; and can help RepVGG perform better when the depth is la…☆210Updated 2 years ago
- A simple network quantization demo using pytorch from scratch.☆542Updated 2 years ago
- An Improved One millisecond Mobile Backbone☆147Updated 3 years ago
- ☆14Updated 5 years ago
- ☆338Updated 3 years ago
- OpenPose uses Pytorch for static quantization, saving, and loading of models☆88Updated 4 years ago
- An Object Detection Knowledge Distillation framework powered by pytorch, now having SSD and yolov5.☆228Updated 4 years ago
- Personal Pytorch toy script.☆67Updated 2 months ago
- Learning Efficient Convolutional Networks through Network Slimming, In ICCV 2017.☆577Updated 6 years ago
- Pruning and quantization for SSD. Model compression.☆30Updated 5 years ago
- ☆104Updated 4 years ago
- TensorRT-7 Network Lib 包括常用目标检测、关键点检测、人脸检测、OCR等 可训练自己数据☆534Updated 4 years ago
- pytorch -> onnx -> caffe, pytorch to caffe, or other deep learning framework to onnx and onnx to caffe.☆165Updated 5 years ago
- PyTorch Quantization Aware Training Example☆150Updated last year
- YOLO ModelCompression MultidatasetTraining☆445Updated 3 years ago
- Neural Network Blocks - Collect all kinds of fancy model blocks for you to build more powerful neural network model.☆237Updated 3 years ago
- Model Compression 1. Pruning(BN Pruning) 2. Knowledge Distillation (Hinton) 3. Quantization (MNN) 4. Deployment (MNN)☆80Updated 5 years ago
- Offline Quantization Tools for Deploy.☆142Updated 2 years ago
- RepVGG TensorRT int8 量化，实测推理不到1ms一帧！☆64Updated 4 years ago