自分用のメモ。画像は門外漢なので必要最低限あたりを理解できたらと思います。定期的に更新予定、たぶん。
まとめ資料
www.slideshare.net
サーベイ
The Deep Learning textbook by Ian Goodfellow and Yoshua Bengio and Aaron Courville
An MIT Press book:Ian Goodfellow and Yoshua Bengio and Aaron Courville
Deep Learning in Neural Networks: An Overview
[1404.7828] Deep Learning in Neural Networks: An Overview
Schmidhuber, Jürgen. "Deep learning in neural networks: An overview." Neural Networks 61 (2015): 85-117.
88ページとかなり調べられていています。
画像・動画
画像分類問題
AlexNet (ImageNet Classification with Deep Convolutional Neural Networks)
www.slideshare.net
AlexNet visualizationjeremykarnowski.wordpress.com
Krizhevsky, Alex, Ilya Sutskever, and Geoffrey E. Hinton. "Imagenet classification with deep convolutional neural networks." Advances in neural information processing systems. 2012.
GoogLeNet
[1409.4842] Going Deeper with Convolutions
Szegedy, Christian, et al. "Going deeper with convolutions." Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2015.
ブログが解説記事になっています。重みも公開されているのですぐ試せます。
Visual Geometry Group Network
https://arxiv.org/pdf/1409.1556.pdf
[1409.1556] Very Deep Convolutional Networks for Large-Scale Image Recognition
Visual Geometry Group Home Page
Simonyan, Karen, and Andrew Zisserman. "Very deep convolutional networks for large-scale image recognition." arXiv preprint arXiv:1409.1556 (2014).
物体認識
R-CNN
Fast R-CNN
GitHub - rbgirshick/fast-rcnn: Fast R-CNN
Girshick, Ross. "Fast r-cnn." Proceedings of the IEEE International Conference on Computer Vision. 2015.
Faster R-CNN
www.slideshare.net
www.slideshare.net
Ren, Shaoqing, et al. "Faster R-CNN: Towards real-time object detection with region proposal networks." Advances in neural information processing systems. 2015.
R-CNNから順に理解していくべきなのかどうかはよく分からないです。 R-CNNは相当に遅いです。
YOLO: Real-Time Object Detection
Overfeat
software:overfeat:start | CILVR Lab @ NYU
Sermanet, Pierre, et al. "Overfeat: Integrated recognition, localization and detection using convolutional networks." arXiv preprint arXiv:1312.6229 (2013).
特徴抽出・エンベッディング
Caffe: Convolutional architecture for fast feature embedding
[1408.5093] Caffe: Convolutional Architecture for Fast Feature Embedding
Jia, Yangqing, et al. "Caffe: Convolutional architecture for fast feature embedding." Proceedings of the 22nd ACM international conference on Multimedia. ACM, 2014.
