cv方面的博文收藏 -- 持续更新
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(持续更新)
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论文的整理:
Image Generation: https://handong1587.github.io/deep_learning/2015/10/09/image-generation.html
Image Retrieval: https://handong1587.github.io/deep_learning/2015/10/09/image-retrieval.html
Image / Video Captioning: https://handong1587.github.io/deep_learning/2015/10/09/image-video-captioning.html
NLP: https://handong1587.github.io/deep_learning/2015/10/09/nlp.html
Object Detection: https://handong1587.github.io/deep_learning/2015/10/09/object-detection.html
OCR: https://handong1587.github.io/deep_learning/2015/10/09/ocr.html
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Tutorial
- ICML 2016 Tutorial on Deep Residual Networks (by Kaiming He): http://kaiminghe.com/icml16tutorial/index.html
- Generative Adversarial Networks (GANs): http://www.iangoodfellow.com/slides/2016-12-04-NIPS.pdf
- Welcome to PyTorch Tutorials: http://pytorch.org/tutorials/
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Code/Github:
- Faster-RCNN_TF: https://github.com/bigsnarfdude/Faster-RCNN_TF
- LSTM for Human Activity Recognition: https://github.com/guillaume-chevalier/LSTM-Human-Activity-Recognition/
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GAN
- AdversarialNetsPapers: https://github.com/zhangqianhui/AdversarialNetsPapers
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博文的整理:
- 如何评价Kaiming He最新的Mask R-CNN?: https://www.zhihu.com/question/57403701
- 如何评价 MSRA 最新的 Deformable Convolutional Networks?:https://www.zhihu.com/question/57493889
- Instance Segmentation 比 Semantic Segmentation 难很多吗?:https://www.zhihu.com/question/51704852/answer/142762733
- 如何评价周志华教授新提出的 Deep Forest 模型,它会取代当前火热的深度学习 DNN 吗?: https://www.zhihu.com/question/56474891
- Recurrent neural nets with Caffe: http://christopher5106.github.io/deep/learning/2016/06/07/recurrent-neural-net-with-Caffe.html
- 基于Lstm、CTC的验证码识别 使用mxnet与deep learning实现验证码识别: http://ranjun.me/2016/08/17/ocr-recaptcha/
- 端到端的OCR:验证码识别: https://zhuanlan.zhihu.com/p/21344595
- Machine learning algorithms: https://github.com/rushter/MLAlgorithms/blob/master/README.md
- 两分钟demo:快速Neural style艺术风格转换: http://phunter.farbox.com/post/mxnet-tutorial2
- Dilated Convolutions and Kronecker Factored Convolutions: http://www.inference.vc/dilated-convolutions-and-kronecker-factorisation/
深度学习变革视觉实例搜索 http://www.leiphone.com/news/201608/Iy4k4tU8zXThBYEQ.html
- MXnet初体验之inception-resnet-v2从Model到Predict http://hacker.duanshishi.com/?p=1733
- Neural Network Architectures: https://culurciello.github.io/tech/2016/06/04/nets.html
- 简述生成式对抗网络: http://chenrudan.github.io/blog/2016/11/12/gan.html
- 翻译《深度学习》: https://github.com/ExtremeMart/DeepLearningBook-CN
- 谷歌深度学习公开课任务 6: LSTMs:http://www.hankcs.com/ml/task-lstms-6.html
- Faster R-CNN Pedestrian and Car Detection: https://bigsnarf.wordpress.com/2016/11/07/faster-r-cnn-pedestrian-and-car-detection/
- Tensorflow: How to freeze a model and serve it with a python API: https://blog.metaflow.fr/tensorflow-how-to-freeze-a-model-and-serve-it-with-a-python-api-d4f3596b3adc#.i6zvxbm75
- Image Classification and Segmentation with Tensorflow and TF-Slim: http://warmspringwinds.github.io/tensorflow/tf-slim/2016/10/30/image-classification-and-segmentation-using-tensorflow-and-tf-slim/
- 用TensorFlow生成周杰伦歌词: http://leix.me/2016/11/28/tensorflow-lyrics-generation/
- Deep Learning for Detection of Diabetic Eye Disease: https://research.googleblog.com/2016/11/deep-learning-for-detection-of-diabetic.html
- Finding Beautiful Yelp Photos Using Deep Learning: https://engineeringblog.yelp.com/2016/11/finding-beautiful-yelp-photos-using-deep-learning.html
- 人群计数:Single-Image Crowd Counting via Multi-Column Convolutional Neural Network(CVPR2016): http://blog.csdn.net/u011285477/article/details/51954989
- Image Preprocessing with OpenCV: http://sujitpal.blogspot.hk/2016/11/image-preprocessing-with-opencv.html
- The major advancements in Deep Learning in 2016: https://tryolabs.com/blog/2016/12/06/major-advancements-deep-learning-2016/
- 研究|对偶学习:一种新的机器学习范式: http://weibo.com/ttarticle/p/show?id=2309404050111117306404#_0
- NIPS 2016 | Best Paper, Dual Learning, Review Network, VQA 等论文选介: http://mp.weixin.qq.com/s?__biz=MzAwMjM3MTc5OA==&mid=2652692311&idx=1&sn=c63a1ab15d61f2d0e4f85c9e941d44ec
- 卷积神经网络(CNN)在无人驾驶中的应用: http://geek.csdn.net/news/detail/129128
- OpenCV检测场景内是否有移动物体: http://www.tuicool.com/articles/2AnqeaN
- 机器学习之识别简单验证码: https://www.iswin.org/2016/10/15/Simple-CAPTCHA-Recognition-with-Machine-Learning/
- 深度学习在计算机视觉领域的前沿进展: https://zhuanlan.zhihu.com/p/24699780
- Sequence Classification with LSTM Recurrent Neural Networks in Python with Keras: http://machinelearningmastery.com/sequence-classification-lstm-recurrent-neural-networks-python-keras/
- AI技术讲座精选:神经结构搜索和强化学习: http://mp.weixin.qq.com/s?__biz=MzI0ODcxODk5OA==&mid=2247483966&idx=1&sn=e3fde0461e10e220aca322ca9395958c
- What is zero-shot learning?:https://www.quora.com/What-is-zero-shot-learning
- 【大规模图像检索的利器】Deep哈希算法介绍:https://zhuanlan.zhihu.com/p/21396173
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NLP:
- 用Python实现文档聚类: http://python.jobbole.com/85481/
- DeepMind 机器理解文本 NLP 技术复现与解析: http://www.dlworld.cn/YuYiLiJie/2852.html
- GAN在自然语言处理方面有哪些有趣的文章和应用: https://www.zhihu.com/question/54463527
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标注工具
- 一个简单粗暴的人脸认证标注工具的实现: http://blog.jobbole.com/109684/
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数据集
医学影像开源数据集: https://zhuanlan.zhihu.com/p/24634505
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