This project is an aid to the blind. Till date there has been no technological advancement in the way the blind navigate. So I have used deep learning particularly convolutional neural networks so that they can navigate through the streets.

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python tensorflow keras arduino opencv convolutional-neural-networks cnn gpu dlib

Model Quantization

Collections of model quantization algorithms

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python cnn classification segmentation detection compression quantization

Hyperlandmark

Deep Learning Based Free Mobile Real-Time Face Landmark Detector. Contact:[email protected]

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C++java c android cnn tracking face-alignment face-landmark 106-points

Sppnet

Spatial Pyramid Pooling on top of AlexNet using tensorflow. ***New updates for SPPnet in Pytorch**

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python deep-learning pytorch tensorflow cnn

Aspect Extraction

Aspect extraction from product reviews - window-CNN+maxpool+CRF, BiLSTM+CRF, MLP+CRF

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python tensorflow cnn sentiment-analysis sequence-labeling

Yolo V3 Iou

YOLO3 动漫人脸检测 (Based on keras and tensorflow) 2019-1-19

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python deep-learning computer-vision keras object-detection cnn real-time anime yolo yolov3

Reproducible Image Denoising State Of The Art

Collection of popular and reproducible image denoising works.

Id Card Detector

💳 Detecting the National Identification Cards with Deep Learning (Faster R-CNN)

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python deep-learning tensorflow object-detection cnn

Deepface

Keras implementation of the renowned publication "DeepFace: Closing the Gap to Human-Level Performance in Face Verification" by Taigman et al. Pre-trained weights on VGGFace2 dataset.

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python cnn facebook face-recognition

Deepgaze

Computer Vision library for human-computer interaction. It implements Head Pose and Gaze Direction Estimation Using Convolutional Neural Networks, Skin Detection through Backprojection, Motion Detection and Tracking, Saliency Map.

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python convolutional-neural-networks cnn face-detection motion-detection particle-filter human-computer-interaction saliency-map motion-tracking skin-detection color-detection head-pose-estimation histogram-comparison histogram-intersection

Tf2

An Open Source Deep Learning Inference Engine Based on FPGA

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python deep-learning cnn fpga opencl inference quantization model-compression dnn

Torchsketch

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python deep-learning pytorch cnn sketch rnn

Mobilenet Yolo

MobileNetV2-YoloV3-Nano: 0.5BFlops 3MB HUAWEI P40: 6ms/img, YoloFace-500k:0.1Bflops 420KB🔥🔥🔥

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c Cuda C++python CMake Batchfile deep-learning computer-vision object-detection cnn face-detection yolo yolov3 cv darknet mobilenetv2 landmark-detection landmark mnn ncnn mobilenet-yolo ncnn-model mnn-framework

Pwc Net pytorch

pytorch implementation of "PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume"

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python pytorch cnn optical-flow

Robust Lane Detection

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python deep-learning deep-neural-networks cnn dataset lstm

Deeplearning tutorials

The deeplearning algorithms implemented by tensorflow

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Jupyter Notebook python tensorflow cnn lstm deep-learning-tutorial deep-learning-algorithms sda rbm mlp dbn

Mnist Classification

Pytorch、Scikit-learn实现多种分类方法，包括逻辑回归（Logistic Regression）、多层感知机（MLP）、支持向量机（SVM）、K近邻（KNN）、CNN、RNN，极简代码适合新手小白入门，附英文实验报告（ACM模板）

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python python3 deep-learning machine-learning pytorch cnn scikit-learn rnn mnist svm logistic-regression

Places365

The Places365-CNNs for Scene Classification

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python Dockerfile cnn baseline-cnns

Min nlp practice

Chinese & English Cws Pos Ner Entity Recognition implement using CNN bi-directional lstm and crf model with char embedding.基于字向量的CNN池化双向BiLSTM与CRF模型的网络，可能一体化的完成中文和英文分词，词性标注，实体识别。主要包括原始文本数据，数据转换,训练脚本,预训练模型,可用于序列标注研究.注意：唯一需要实现的逻辑是将用户数据转化为序列模型。分词准确率约为93%，词性标注准确率约为90%，实体标注（在本样本上）约为85%。

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python tensorflow nlp keras cnn ner crf entity pos

Awesome Deep Learning Resources

Rough list of my favorite deep learning resources, useful for revisiting topics or for reference. I have got through all of the content listed there, carefully. - Guillaume Chevalier

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deep-learning machine-learning tensorflow awesome awesome-list cnn lstm

Deep learning for computer vision with python

Deep Learning For Computer Vision With Python

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python deep-learning computer-vision keras cnn cv

Self Driving Car

A End to End CNN Model which predicts the steering wheel angle based on the video/image

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jupyter-notebook deep-learning computer-vision image-processing cnn self-driving-car keras-tensorflow

Deep Learning Notes

My CS231n lecture notes

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deep-learning computer-vision tex neural-network cnn study-notes

Models

DLTK Model Zoo

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jupyter-notebook deep-learning machine-learning data-science deep-neural-networks cnn medical-imaging models medical

Image Regression

🤖️image regression (base on convnetjs)

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javascript nodejs cnn

Keras Oneclassanomalydetection

[5 FPS - 150 FPS] Learning Deep Features for One-Class Classification (AnomalyDetection). Corresponds RaspberryPi3. Convert to Tensorflow, ONNX, Caffe, PyTorch. Implementation by Python + OpenVINO/Tensorflow Lite.

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jupyter-notebook pytorch tensorflow keras cnn caffe raspberrypi anomaly-detection onnx mobilenetv2

Codesearchnet

Datasets, tools, and benchmarks for representation learning of code.

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python jupyter-notebook deep-learning machine-learning tensorflow nlp data-science natural-language-processing neural-networks cnn data ml rnn datasets open-data nlp-machine-learning representation-learning

Lesrcnn

Lightweight Image Super-Resolution with Enhanced CNN (Knowledge-Based Systems,2020)

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python python27 deep-learning image-processing cnn

Etagger

reference tensorflow code for named entity tagging

✭ 100

python cpp tensorflow cnn transformer ner crf

Sarcasmdetection

Sarcasm detection on tweets using neural network

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python keras neural-networks cnn twitter lstm

Facedetector

A re-implementation of mtcnn. Joint training, tutorial and deployment together.

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jupyter-notebook deep-learning pytorch cnn mtcnn

Simplepruning

cnn pruning with tensorflow.

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python tensorflow cnn

Captcharecognition

End-to-end variable length Captcha recognition using CNN+RNN+Attention/CTC (pytorch implementation). 端到端的不定长验证码识别

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python pytorch cnn rnn attention

Pytorch Learners Tutorial

PyTorch tutorial for learners

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jupyter-notebook deep-learning pytorch deep-neural-networks convolutional-neural-networks cnn lstm rnn recurrent-neural-networks torch pytorch-tutorial lstm-neural-networks

Pytorch Pos Tagging

A tutorial on how to implement models for part-of-speech tagging using PyTorch and TorchText.

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jupyter-notebook pytorch tutorial natural-language-processing cnn lstm tutorials rnn recurrent-neural-networks pytorch-tutorial pos pos-tagging pytorch-tutorials part-of-speech-tagger

Hyperopt Keras Cnn Cifar 100

Auto-optimizing a neural net (and its architecture) on the CIFAR-100 dataset. Could be easily transferred to another dataset or another classification task.

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python tensorflow keras cnn hyperparameter-optimization hyperparameter-tuning cnn-keras

Mobilenet V2 Caffe

MobileNet-v2 experimental network description for caffe

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mobile cnn caffe mobilenetv2

Face landmark dnn

Face Landmark Detector based on Mobilenet V1

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python keras cnn dataset coreml mobilenet augmentation

Grad Cam

🌈 📷 Gradient-weighted Class Activation Mapping (Grad-CAM) Demo