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
- ONNX2Pytorch☆165Updated 4 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
- A nnie quantization aware training tool on pytorch.☆238Updated 5 years ago
- Everything in Torch Fx☆345Updated last year
- ResRep: Lossless CNN Pruning via Decoupling Remembering and Forgetting (ICCV 2021)☆300Updated 3 years ago
- ☆14Updated 5 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
- www.giantpandacv.com☆157Updated last year
- Try out different pruning-approaches on lightweight Backbones.☆145Updated 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
- An Improved One millisecond Mobile Backbone☆147Updated 3 years ago
- ☆104Updated 4 years ago
- pytorch -> onnx -> caffe, pytorch to caffe, or other deep learning framework to onnx and onnx to caffe.☆165Updated 5 years ago
- A simple network quantization demo using pytorch from scratch.☆542Updated 2 years ago
- ☆338Updated 3 years ago
- Personal Pytorch toy script.☆67Updated 2 months ago
- ☆81Updated 5 years ago
- 对 YOLOv3 做模型剪枝（network slimming），对于 oxford hand 数据集（因项目需要），模型剪枝后的参数量减少 80%，Infer 的速度达到原来 2 倍，mAP 基本不变☆12Updated 6 years ago
- Learning Efficient Convolutional Networks through Network Slimming, In ICCV 2017.☆577Updated 6 years ago
- NVIDIA TensorRT 加速推断教程！☆134Updated 4 years ago
- An Object Detection Knowledge Distillation framework powered by pytorch, now having SSD and yolov5.☆228Updated 4 years ago
- Network reproduction and expansion based on Learning Efficient Convolutional Networks Through Network Slimming (ICCV 2017).☆24Updated 3 years ago
- MobileNetV3 based SSD-lite implementation in Pytorch☆99Updated 6 years ago
- Code for some onnxruntime projects☆120Updated 4 years ago
- OpenPose uses Pytorch for static quantization, saving, and loading of models☆88Updated 4 years ago
- ghostnet_cifar10☆117Updated 5 years ago
- A module to convert pytorch model to caffe model.☆68Updated 5 years ago