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accelerating-cnn-with-fpga

This project accelerates CNN computation with the help of FPGA, for more than 50x speed-up compared with CPU.

aows

Code repositoy for "AOWS: Adaptive and optimal network width search with latency constraints", CVPR 2020

baiduxueshu

paper abstract spider

c2d

PyTorch implementation of "Contrast to Divide: self-supervised pre-training for learning with noisy labels"

cnnaf-cnn-accelerator

CNN-Accelerator based on FPGA developed by verilog HDL.

cs230-code-examples

Code examples in pyTorch and Tensorflow for CS230

darts

Differentiable architecture search for convolutional and recurrent networks

deeplearning-assignment

吴恩达-深度学习-课后作业-答案与总结

dnn-chip-predictor

[ICASSP'20] DNN-Chip Predictor: An Analytical Performance Predictor for DNN Accelerators with Various Dataflows and Hardware Architectures

double-win-quant

[ICML 2021] "Double-Win Quant: Aggressively Winning Robustness of Quantized DeepNeural Networks via Random Precision Training and Inference" by Yonggan Fu, Qixuan Yu, Meng Li, Vikas Chandra, Yingyan Lin

eyeriss_v1

hardcorenas

icais_ml.pytorch

mnist_fpga

using xilinx xc6slx45 to implement mnist net

mobile-vision

Mobile vision models and code

noisystudent_pytorch

paddle-lite

Multi-platform high performance deep learning inference engine (『飞桨』多平台高性能深度学习预测引擎）

paddledetection

Object detection and instance segmentation toolkit based on PaddlePaddle.

pc-darts

PC-DARTS:Partial Channel Connections for Memory-Efficient Differentiable Architecture Search

pid

stm32 pid

pool_row_input

CNN_FPGA_acclerator

proxylessnas

[ICLR 2019] ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware

pynq_softmax

achieve softmax in PYNQ with heterogeneous computing.

python-image-process

pytorch_resnet_cifar10

Proper implementation of ResNet-s for CIFAR10/100 in pytorch that matches description of the original paper.

self-training-pytorch

Semi-supervised models based on deep neural networks implemented in PyTorch.

sigma

RTL implementation of Flex-DPE.

single-path-one-shot-nas-mxnet

Single Path One-Shot NAS MXNet implementation with full training and searching pipeline. Support both Block and Channel Selection. Searched models better than the original paper are provided.

test

仓库jjj

tinyml