# 深度学习

## 深度学习

- [前言](https://senliuy.gitbook.io/advanced-deep-learning/master.md)
- [第一章：经典网络](https://senliuy.gitbook.io/advanced-deep-learning/di-yi-zhang-ff1a-jing-dian-wang-luo.md)
- [ImageNet Classification with Deep Convolutional Neural Network](https://senliuy.gitbook.io/advanced-deep-learning/di-yi-zhang-ff1a-jing-dian-wang-luo/imagenet-classification-with-deep-convolutional-neural-networks.md)
- [Very Deep Convolutional Networks for Large-Scale Image Recognition](https://senliuy.gitbook.io/advanced-deep-learning/di-yi-zhang-ff1a-jing-dian-wang-luo/very-deep-convolutional-networks-for-large-scale-image-recognition.md)
- [Going Deeper with Convolutions](https://senliuy.gitbook.io/advanced-deep-learning/di-yi-zhang-ff1a-jing-dian-wang-luo/going-deeper-with-convolutions.md)
- [Deep Residual Learning for Image Recognition](https://senliuy.gitbook.io/advanced-deep-learning/di-yi-zhang-ff1a-jing-dian-wang-luo/deep-residual-learning-for-image-recognition.md)
- [PolyNet: A Pursuit of Structural Diversity in Very Deep Networks](https://senliuy.gitbook.io/advanced-deep-learning/di-yi-zhang-ff1a-jing-dian-wang-luo/polynet-a-pursuit-of-structural-diversity-in-very-deep-networks.md)
- [Squeeze-and-Excitation Networks](https://senliuy.gitbook.io/advanced-deep-learning/di-yi-zhang-ff1a-jing-dian-wang-luo/squeeze-and-excitation-networks.md)
- [Densely Connected Convolutional Networks](https://senliuy.gitbook.io/advanced-deep-learning/di-yi-zhang-ff1a-jing-dian-wang-luo/densely-connected-convolutional-networks.md)
- [SQUEEZENET: ALEXNET-LEVEL ACCURACY WITH 50X FEWER PARAMETERS AND <0.5MB MODEL SIZE](https://senliuy.gitbook.io/advanced-deep-learning/di-yi-zhang-ff1a-jing-dian-wang-luo/squeezenet-alexnet-level-accuracy-with-50x-fewer-parameters-and-05mb-model-size.md)
- [MobileNet v1 and MobileNet v2](https://senliuy.gitbook.io/advanced-deep-learning/di-yi-zhang-ff1a-jing-dian-wang-luo/mobilenetxiang-jie.md)
- [Xception: Deep Learning with Depthwise Separable Convolutions](https://senliuy.gitbook.io/advanced-deep-learning/di-yi-zhang-ff1a-jing-dian-wang-luo/xception-deep-learning-with-depthwise-separable-convolutions.md)
- [Aggregated Residual Transformations for Deep Neural Networks](https://senliuy.gitbook.io/advanced-deep-learning/di-yi-zhang-ff1a-jing-dian-wang-luo/aggregated-residual-transformations-for-deep-neural-networks.md)
- [ShuffleNet v1 and ShuffleNet v2](https://senliuy.gitbook.io/advanced-deep-learning/di-yi-zhang-ff1a-jing-dian-wang-luo/shuffnet-v1-and-shufflenet-v2.md)
- [CondenseNet: An Efficient DenseNet using Learned Group Convolution](https://senliuy.gitbook.io/advanced-deep-learning/di-yi-zhang-ff1a-jing-dian-wang-luo/condensenet-an-efficient-densenet-using-learned-group-convolutions.md)
- [Neural Architecture Search with Reinforecement Learning](https://senliuy.gitbook.io/advanced-deep-learning/di-yi-zhang-ff1a-jing-dian-wang-luo/neural-architecture-search-with-reinforecement-learning.md)
- [Learning Transferable Architectures for Scalable Image Recognition](https://senliuy.gitbook.io/advanced-deep-learning/di-yi-zhang-ff1a-jing-dian-wang-luo/learning-transferable-architectures-for-scalable-image-recognition.md)
- [Progressive Neural Architecture Search](https://senliuy.gitbook.io/advanced-deep-learning/di-yi-zhang-ff1a-jing-dian-wang-luo/progressive-neural-architecture-search.md)
- [Regularized Evolution for Image Classifier Architecture Search](https://senliuy.gitbook.io/advanced-deep-learning/di-yi-zhang-ff1a-jing-dian-wang-luo/regularized-evolution-for-image-classifier-architecture-search.md)
- [实例解析：12306验证码破解](https://senliuy.gitbook.io/advanced-deep-learning/di-yi-zhang-ff1a-jing-dian-wang-luo/shi-li-jie-xi-ff1a-12306-yan-zheng-ma-po-jie.md)
- [第二章：自然语言处理](https://senliuy.gitbook.io/advanced-deep-learning/di-er-zhang-ff1a-xu-lie-mo-xing.md)
- [Recurrent Neural Network based Language Model](https://senliuy.gitbook.io/advanced-deep-learning/di-er-zhang-ff1a-xu-lie-mo-xing/recurrent-neural-network-based-languaged-model.md)
- [Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation](https://senliuy.gitbook.io/advanced-deep-learning/di-er-zhang-ff1a-xu-lie-mo-xing/learning-phrase-representations-using-rnn-encoder-decoder-for-statistical-machine-translation.md)
- [Neural Machine Translation by Jointly Learning to Align and Translate](https://senliuy.gitbook.io/advanced-deep-learning/di-er-zhang-ff1a-xu-lie-mo-xing/neural-machine-translation-by-jointly-learning-to-align-and-translate.md)
- [Hierarchical Attention Networks for Document Classification](https://senliuy.gitbook.io/advanced-deep-learning/di-er-zhang-ff1a-xu-lie-mo-xing/hierarchical-attention-networks-for-document-classification.md)
- [Connectionist Temporal Classification : Labelling Unsegmented Sequence Data with Recurrent Neural Ne](https://senliuy.gitbook.io/advanced-deep-learning/di-er-zhang-ff1a-xu-lie-mo-xing/connectionist-temporal-classification-labelling-unsegmented-sequence-data-with-recurrent-neural-netw.md)
- [About Long Short Term Memory](https://senliuy.gitbook.io/advanced-deep-learning/di-er-zhang-ff1a-xu-lie-mo-xing/about-long-short-term-memory.md)
- [Attention Is All you Need](https://senliuy.gitbook.io/advanced-deep-learning/di-er-zhang-ff1a-xu-lie-mo-xing/attention-is-all-you-need.md)
- [BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding](https://senliuy.gitbook.io/advanced-deep-learning/di-er-zhang-ff1a-xu-lie-mo-xing/bert-pre-training-of-deep-bidirectional-transformer-for-language-understanding.md)
- [第三章：语音识别](https://senliuy.gitbook.io/advanced-deep-learning/di-san-zhang-ff1a-yu-yin-shi-bie.md)
- [Speech Recognition with Deep Recurrent Neural Network](https://senliuy.gitbook.io/advanced-deep-learning/di-san-zhang-ff1a-yu-yin-shi-bie/speech-recognition-with-deep-recurrent-neural-network.md)
- [第四章：物体检测](https://senliuy.gitbook.io/advanced-deep-learning/chapter1.md)
- [Rich feature hierarchies for accurate object detection and semantic segmentation](https://senliuy.gitbook.io/advanced-deep-learning/chapter1/rich-feature-hierarchies-for-accurate-object-detection-and-semantic-segmentation.md)
- [Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition](https://senliuy.gitbook.io/advanced-deep-learning/chapter1/spatial-pyramid-pooling-in-deep-convolutional-networks-for-visual-recognition.md)
- [Fast R-CNN](https://senliuy.gitbook.io/advanced-deep-learning/chapter1/fast-r-cnn.md)
- [Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks](https://senliuy.gitbook.io/advanced-deep-learning/chapter1/faster-r-cnn-towards-real-time-object-detection-with-region-proposal-networks.md)
- [R-FCN: Object Detection via Region-based Fully Convolutuional Networks](https://senliuy.gitbook.io/advanced-deep-learning/chapter1/r-fcn-object-detection-via-region-based-fully-convolutuional-networks.md)
- [Mask R-CNN](https://senliuy.gitbook.io/advanced-deep-learning/chapter1/mask-r-cnn.md)
- [You Only Look Once: Unified, Real-Time Object Detection](https://senliuy.gitbook.io/advanced-deep-learning/chapter1/you-only-look-once-unified-real-time-object-detection.md)
- [SSD: Single Shot MultiBox Detector](https://senliuy.gitbook.io/advanced-deep-learning/chapter1/ssd-single-shot-multibox-detector.md)
- [YOLO9000: Better, Faster, Stronger](https://senliuy.gitbook.io/advanced-deep-learning/chapter1/yolo9000-better-faster-stronger.md)
- [Focal Loss for Dense Object Detection](https://senliuy.gitbook.io/advanced-deep-learning/chapter1/focal-loss-for-dense-object-detection.md)
- [YOLOv3: An Incremental Improvement](https://senliuy.gitbook.io/advanced-deep-learning/chapter1/yolov3-an-incremental-improvement.md)
- [Learning to Segment Every Thing](https://senliuy.gitbook.io/advanced-deep-learning/chapter1/learning-to-segment-every-thing.md)
- [SNIPER: Efficient Multi-Scale Training](https://senliuy.gitbook.io/advanced-deep-learning/chapter1/sniper-efficient-multi-scale-training.md)
- [第五章：光学字符识别](https://senliuy.gitbook.io/advanced-deep-learning/di-wu-zhang-ff1a-guang-xue-zi-fu-shi-bie.md)
- [场景文字检测](https://senliuy.gitbook.io/advanced-deep-learning/di-wu-zhang-ff1a-guang-xue-zi-fu-shi-bie/chang-jing-wen-zi-jian-ce.md)
- [DeepText: A Unified Framework for Text Proposal Generation and Text Detection in Natural Images](https://senliuy.gitbook.io/advanced-deep-learning/di-wu-zhang-ff1a-guang-xue-zi-fu-shi-bie/chang-jing-wen-zi-jian-ce/deeptext-a-unified-framework-for-text-proposal-generation-and-text-detection-in-natural-images.md)
- [Detecting Text in Natural Image with Connectionist Text Proposal Network](https://senliuy.gitbook.io/advanced-deep-learning/di-wu-zhang-ff1a-guang-xue-zi-fu-shi-bie/chang-jing-wen-zi-jian-ce/detecting-text-in-natural-image-with-connectionist-text-proposal-network.md)
- [Scene Text Detection via Holistic, Multi-Channel Prediction](https://senliuy.gitbook.io/advanced-deep-learning/di-wu-zhang-ff1a-guang-xue-zi-fu-shi-bie/chang-jing-wen-zi-jian-ce/scene-text-detection-via-holistic-multi-channel-prediction.md)
- [Arbitrary-Oriented Scene Text Detection via Rotation Proposals](https://senliuy.gitbook.io/advanced-deep-learning/di-wu-zhang-ff1a-guang-xue-zi-fu-shi-bie/chang-jing-wen-zi-jian-ce/arbitrary-oriented-scene-text-detection-via-rotation-proposals.md)
- [PixelLink: Detecting Scene Text via Instance Segmentation](https://senliuy.gitbook.io/advanced-deep-learning/di-wu-zhang-ff1a-guang-xue-zi-fu-shi-bie/chang-jing-wen-zi-jian-ce/pixellink-detecting-scene-text-via-instance-segmentation.md)
- [文字识别](https://senliuy.gitbook.io/advanced-deep-learning/di-wu-zhang-ff1a-guang-xue-zi-fu-shi-bie/wen-zi-shi-bie.md)
- [Spatial Transform Networks](https://senliuy.gitbook.io/advanced-deep-learning/di-wu-zhang-ff1a-guang-xue-zi-fu-shi-bie/wen-zi-shi-bie/spatial-transform-networks.md)
- [Robust Scene Text Recognition with Automatic Rectification](https://senliuy.gitbook.io/advanced-deep-learning/di-wu-zhang-ff1a-guang-xue-zi-fu-shi-bie/wen-zi-shi-bie/robust-scene-text-recognition-with-automatic-rectification.md)
- [Bidirectional Scene Text Recognition with a Single Decoder](https://senliuy.gitbook.io/advanced-deep-learning/di-wu-zhang-ff1a-guang-xue-zi-fu-shi-bie/wen-zi-shi-bie/bidirectional-scene-text-recognition-with-a-single-decoder.md)
- [multi-task learning for text recognition with joint CTC-attention](https://senliuy.gitbook.io/advanced-deep-learning/di-wu-zhang-ff1a-guang-xue-zi-fu-shi-bie/wen-zi-shi-bie/multi-task-learning-for-text-recognition-with-joint-ctc-attention.md)
- [端到端文字检测与识别](https://senliuy.gitbook.io/advanced-deep-learning/di-wu-zhang-ff1a-guang-xue-zi-fu-shi-bie/duan-dao-duan-wen-zi-jian-ce-yu-shi-bie.md)
- [Reading Text in the Wild with Convolutional Neural Networks](https://senliuy.gitbook.io/advanced-deep-learning/di-wu-zhang-ff1a-guang-xue-zi-fu-shi-bie/duan-dao-duan-wen-zi-jian-ce-yu-shi-bie/reading-text-in-the-wild-with-convolutional-neural-networks.md)
- [Deep TextSpotter: An End-to-End Trainable Scene Text Localization and Recognition Framework](https://senliuy.gitbook.io/advanced-deep-learning/di-wu-zhang-ff1a-guang-xue-zi-fu-shi-bie/duan-dao-duan-wen-zi-jian-ce-yu-shi-bie/deep-textspotter-an-end-to-end-trainable-scene-text-localization-and-recognition-framework.md)
- [实例解析：字符验证码破解](https://senliuy.gitbook.io/advanced-deep-learning/di-wu-zhang-ff1a-guang-xue-zi-fu-shi-bie/shi-li-jie-xi-ff1a-yan-zheng-ma-po-jie.md)
- [二维信息识别](https://senliuy.gitbook.io/advanced-deep-learning/di-wu-zhang-ff1a-guang-xue-zi-fu-shi-bie/er-wei-xin-xi-shi-bie.md)
- [基于Seq2Seq的公式识别引擎](https://senliuy.gitbook.io/advanced-deep-learning/di-wu-zhang-ff1a-guang-xue-zi-fu-shi-bie/er-wei-xin-xi-shi-bie/ji-yu-seq2seq-de-gong-shi-shi-bie-yin-qing.md)
- [Show and Tell: A Neural Image Caption Generator](https://senliuy.gitbook.io/advanced-deep-learning/di-wu-zhang-ff1a-guang-xue-zi-fu-shi-bie/er-wei-xin-xi-shi-bie/show-and-tell-a-neural-image-caption-generator.md)
- [Show, Attend and Tell: Neural Image Caption Generation with Visual Attention](https://senliuy.gitbook.io/advanced-deep-learning/di-wu-zhang-ff1a-guang-xue-zi-fu-shi-bie/er-wei-xin-xi-shi-bie/show-attend-and-tell-neural-image-caption-generation-with-visual-attention.md)
- [第六章：语义分割](https://senliuy.gitbook.io/advanced-deep-learning/di-liu-zhang-ff1a-yu-yi-fen-ge.md)
- [U-Net: Convolutional Networks for Biomedical Image Segmentation](https://senliuy.gitbook.io/advanced-deep-learning/di-liu-zhang-ff1a-yu-yi-fen-ge/u-net-convolutional-networks-for-biomedical-image-segmentation.md)
- [第七章：人脸识别](https://senliuy.gitbook.io/advanced-deep-learning/di-qi-zhang-ff1a-ren-lian-jian-ce.md)
- [人脸检测](https://senliuy.gitbook.io/advanced-deep-learning/di-qi-zhang-ff1a-ren-lian-jian-ce/ren-lian-jian-ce.md)
- [DenseBox: Unifying Landmark Localization with End to End Object Detection](https://senliuy.gitbook.io/advanced-deep-learning/di-qi-zhang-ff1a-ren-lian-jian-ce/ren-lian-jian-ce/densebox-unifying-landmark-localization-with-end-to-end-object-detection.md)
- [UnitBox: An Advanced Object Detection Network](https://senliuy.gitbook.io/advanced-deep-learning/di-qi-zhang-ff1a-ren-lian-jian-ce/ren-lian-jian-ce/unitbox-an-advanced-object-detection-network.md)
- [第八章：网络优化](https://senliuy.gitbook.io/advanced-deep-learning/di-ba-zhang-ff1a-wang-luo-you-hua.md)
- [Batch Normalization](https://senliuy.gitbook.io/advanced-deep-learning/di-ba-zhang-ff1a-wang-luo-you-hua/batch-normalization.md)
- [Layer Normalization](https://senliuy.gitbook.io/advanced-deep-learning/di-ba-zhang-ff1a-wang-luo-you-hua/layer-normalization.md)
- [Weight Normalization](https://senliuy.gitbook.io/advanced-deep-learning/di-ba-zhang-ff1a-wang-luo-you-hua/weight-normalization.md)
- [Instance Normalization](https://senliuy.gitbook.io/advanced-deep-learning/di-ba-zhang-ff1a-wang-luo-you-hua/instance-normalization.md)
- [Group Normalization](https://senliuy.gitbook.io/advanced-deep-learning/di-ba-zhang-ff1a-wang-luo-you-hua/group-normalization.md)
- [Switchable Normalization](https://senliuy.gitbook.io/advanced-deep-learning/di-ba-zhang-ff1a-wang-luo-you-hua/switchable-normalization.md)
- [第九章：生成对抗网络](https://senliuy.gitbook.io/advanced-deep-learning/di-jiu-zhang-ff1a-sheng-cheng-dui-kang-wang-luo.md)
- [Generative Adversarial Nets](https://senliuy.gitbook.io/advanced-deep-learning/di-jiu-zhang-ff1a-sheng-cheng-dui-kang-wang-luo/generative-adversarial-nets.md)
- [其它应用](https://senliuy.gitbook.io/advanced-deep-learning/qi-ta-ying-yong.md)
- [Holistically-Nested Edge Detection](https://senliuy.gitbook.io/advanced-deep-learning/qi-ta-ying-yong/holistically-nested-edge-detection.md)
- [Image Style Transfer Using Convolutional Nerual Networks](https://senliuy.gitbook.io/advanced-deep-learning/qi-ta-ying-yong/image-style-transfer-using-convolutional-nerual-networks.md)
- [Background Matting： The World is Your Green Screen](https://senliuy.gitbook.io/advanced-deep-learning/qi-ta-ying-yong/background-matting.md)
- [Tags](https://senliuy.gitbook.io/advanced-deep-learning/tags.md)
- [References](https://senliuy.gitbook.io/advanced-deep-learning/references.md)


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