深度学习领域资源汇总清单【框架、数据集、期刊】

  大多数时候，人们使用不同的深度学习框架和标准开发工具箱。(SDKs)，用于实施深度学习方法，具体如下：

框架

• Tensorflow: www.tensorflow.org/
• Caffe: caffe.berkeleyvision.org/
• KERAS: keras.io/
• Theano: deeplearning.net/software/th…
• Torch: torch.ch/
• PyTorch: pytorch.org/
• Lasagne: lasagne.readthedocs.io/en/latest/
• DL4J (DeepLearning4J): deeplearning4j.org/
• Chainer: chainer.org/
• DIGITS: developer.nvidia.com/digits
• CNTK (Microsoft): github.com/Microsoft/C…
• MatConvNet: www.vlfeat.org/matconvnet/
• MINERVA: github.com/dmlc/minerv…
• MXNET: github.com/dmlc/mxnet
• OpenDeep: www.opendeep.org/
• PuRine: github.com/purine/puri…
• PyLerarn2: deeplearning.net/software/py…
• TensorLayer: github.com/zsdonghao/t…
• LBANN: github.com/LLNL/lbann

SDKs

• cuDNN: developer.nvidia.com/cudnn
• TensorRT: developer.nvidia.com/tensorrt
• DeepStreamSDK: developer.nvidia.com/deepstream-…
• cuBLAS: developer.nvidia.com/cublas
• cuSPARSE: docs.nvidia.com/cuda/cuspar…
• NCCL : devblogs.nvidia.com/parallelfor…

基准数据集

  以下是常用于评估不同应用领域的深度学习方法的基准数据集列表。

图像分类或检测或分割

• MNIST: yann.lecun.com/exdb/mnist/
• CIFAR 10/100: www.cs.toronto.edu/~kriz/cifar…
• SVHN/ SVHN2: ufldl.stanford.edu/housenumber…
• CalTech 101/256: www.vision.caltech.edu/Image_Datas…
• STL-10: cs.stanford.edu/~acoates/st…
• NORB: www.cs.nyu.edu/~ylclab/dat…
• SUN-dataset: groups.csail.mit.edu/vision/SUN/
• ImageNet: www.image-net.org/
• National Data Science Bowl Competition: www.datasciencebowl.com/
• COIL 20/100: www.cs.columbia.edu/CAVE/softwa…
• MS COCO DATASET: mscoco.org/
• MIT-67 scene dataset: web.mit.edu/torralba/ww…
• Caltech-UCSD Birds-200 dataset: www.vision.caltech.edu/visipedia/C… 2011.html
• Pascal VOC 2007 dataset: host.robots.ox.ac.uk/pascal/VOC/…
• H3D Human Attributes dataset: www2.eecs.berkeley.edu/Research/Pr…
• Face recognition dataset: vis-www.cs.umass.edu/lfw/
• For more data-set visit: www.kaggle.com/
• homepages.inf.ed.ac.uk/rbf/CVonlin…
• Recently Introduced Datasets in Sept. 2016:
• Google Open Images (~9M images)—github.com/openimages/…
• Youtube-8M (8M videos: research.google.com/youtube8m/

文本分类

• Reuters-21578 Text Categorization Collection: kdd.ics.uci.edu/databases/r…
• Sentiment analysis from Stanford: ai.stanford.edu/~amaas/data…
• Movie sentiment analysis from Cornel: www.cs.cornell.edu/people/pabo… Free eBooks: www.gutenberg.org/
• Brown and stanford corpus on present americal english: en.wikipedia.org/wiki/Brown_…
• Google 1Billion word corpus: github.com/ciprian-che… modeling-benchmark

图像编码

• Flickr-8k: nlp.cs.illinois.edu/Hockenmaier…
• Common Objects in Context (COCO):cocodataset.org/#overview；h…

机器翻译

-Pairs of sentences in English and French: www.isi.edu/naturallang… download/hansard/

• European Parliament Proceedings parallel Corpus 196-2011: www.statmt.org/europarl/
• The statistics for machine translation: www.statmt.org/

问答

• Stanford Question Answering Dataset (SQuAD): rajpurkar.github.io/SQuADexplor…
• Dataset from DeepMind: github.com/deepmind/rc…
• Amazon dataset:jmcauley.ucsd.edu/data/amazon…...,；www.ark.cs.cmu.edu/QA-data/,；h…...,；blog.stackoverflow.com/20..

语音辨识

• TIMIT : catalog.ldc.upenn.edu/LDC93S1
• Voxforge: voxforge.org/
• Open Speech and Language Resources: www.openslr.org/12/

文章摘要

• archive.ics.uci.edu/ml/datasets…
• www-nlpir.nist.gov/related_pro…
• catalog.ldc.upenn.edu/LDC2002T31

情感分析

• IMDB dataset: www.imdb.com/

高光谱图像分析

• www.ehu.eus/ccwintco/in…
• engineering.purdue.edu/~biehl/Mult…
• www2.isprs.org/commissions…

期刊和会议

Conferences

• Neural Information Processing System (NIPS)
• International Conference on Learning Representation (ICLR): What are you doing for Deep Learning?
• International Conference on Machine Learning (ICML)
• Computer Vision and Pattern Recognition (CVPR): What are you doing with Deep Learning?
• International Conference on Computer Vision (ICCV)
• European Conference on Computer Vision (ECCV)
• British Machine Vision Conference (BMVC)

Journal

• Journal of Machine Learning Research (JMLR)
• IEEE Transaction of Neural Network and Learning System (
• IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
• Computer Vision and Image Understanding (CVIU)
• Pattern Recognition Letter
• Neural Computing and Application
• International Journal of Computer Vision
• IEEE Transactions on Image Processing
• IEEE Computational Intelligence Magazine
• Proceedings of IEEE
• IEEE Signal Processing Magazine
• Neural Processing Letter
• Pattern Recognition
• Neural Networks
• ISPPRS Journal of Photogrammetry and Remote Sensing