dzy_pku@pku.edu.cn
micronet. micronet, a model compression and deploy lib. compression: 1、quantization: quantization-aware-training(QAT), High-Bit(>2b)(DoReFa/Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference)、Low-Bit(≤2b)/Ternary and Binary(TWN/BNN/XNOR-Net); post-training-quantization(PTQ), 8-bit(tensorrt); 2、 pruning: normal、regular and group convolutional channel pruning; 3、 group convolution structure; 4、batch-normalization fuse for quantization. deploy: tensorrt, fp32/fp16/int8(ptq-calibration)、op-adapt(upsample)、dynamic_shape
2.3kDesign-and-Implementation-of-Face-Recognition-based-on-PYNQ. Face recognition, computer vision, deep learning, PYNQ, Movidius NCS
63Object-tracking-system-based-on-deep-learning. Object tracking system based on deep learning. Master-Jetson TX2, ROS-image + control, image (DL) - detection + tracking, control - TurtleBot
46Electronics-Design-Competition. Remote amplitude frequency characteristic test device—Electronics Design Competition(Instrument class)
8Object-Tracking. Object Tracking
7Lightweight-facial-expression-recognition. Face detection, expression recognition, model compression, terminal deployment
5Body-sense-simulation-against-game-system-based-on-Kinect. 基于Kinect体感的仿真对抗游戏系统
3CS-Books. 📚 Computer Science Books 计算机技术类书籍 PDF
2mlnd_distracted_driver_detection. 基于深度学习的驾驶员状态检测,不仅仅可以识别出疲劳驾驶,还能够识别出各种各样的状态
2Platform-Robot-Competition. Chinese Robot Competition—Platform Robot Competition
2awesome-model-quantization. A list of papers, docs, codes about model quantization. This repo is aimed to provide the info for model quantization research, we are continuously improving the project. Welcome to PR the works (papers, repositories) that are missed by the repo.
2Person-Follow-Robot. Person Follow Robot
2cnn-quantization. Quantization of Convolutional Neural networks.
2DFQ. PyTorch implementation of Data Free Quantization Through Weight Equalization and Bias Correction.
2CVPR2021-Papers-with-Code. CVPR 2021 论文和开源项目合集
1SegmenTron. Support PointRend, Fast_SCNN, HRNet, Deeplabv3_plus(xception, resnet, mobilenet), ContextNet, FPENet, DABNet, EdaNet, ENet, Espnetv2, RefineNet, UNet, DANet, HRNet, DFANet, HardNet, LedNet, OCNet, EncNet, DuNet, CGNet, CCNet, BiSeNet, PSPNet, ICNet, FCN, deeplab)
1Awesome-LLM-Inference. 📖A curated list of Awesome LLM Inference Paper with codes, TensorRT-LLM, vLLM, streaming-llm, AWQ, SmoothQuant, WINT8/4, Continuous Batching, FlashAttention, PagedAttention etc.
1mmrazor. Python
1norse-1. Deep learning with spiking neural networks (SNNs) in PyTorch.
1torchdynamo. A Python-level JIT compiler designed to make unmodified PyTorch programs faster.
1Torch-Pruning. [CVPR-2023] Towards Any Structural Pruning; LLMs / Diffusion / YOLOv8 / CNNs / Transformers
1AI-Job-Notes. AI算法岗求职攻略(涵盖准备攻略、刷题指南、内推和AI公司清单等资料)
1DeepVision. 在我很多项目中用到的CV算法推理框架应用。
1Computer-vision. Computer vision combined with deep learning
1Internet-of-Things-IOT. IOT system based on smart cloud
1Heart-road. Record sharing
1Algorithm-and-Data-Structure. Common algorithms and data structures
1Intelligent-fire-fighting-robot. To optimize the design of the common fire fighting machines on the market, enhance the use and reliability.
1Brain-like-visual-object-recognition-system. SNN(spiking neural network)- soft | hard, model compression, object recognition
1OTA. OTA—Over The Air:Remote wireless program update
1CodingInterviewChinese2. 《剑指Offer》第二版源代码
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