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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

SDKs

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

2011.html

https://www2.eecs.berkeley.ed...

文本分类

  • Reuters-21578 Text Categorization Collection:

http://kdd.ics.uci.edu/databa...

http://www.cs.cornell.edu/peo...
Free eBooks: https://www.gutenberg.org/

  • Brown and stanford corpus on present americal english:

https://en.wikipedia.org/wiki...

modeling-benchmark

图像编码

机器翻译

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

  • European Parliament Proceedings parallel Corpus 196-2011:

http://www.statmt.org/europarl/

问答

语音辨识

文章摘要

情感分析

高光谱图像分析

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
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