読者です 読者をやめる 読者になる 読者になる

Deep系の論文めも後半その2 (2016年夏頃までのもの対象)

下の続きです。

教師なし

CNN features off-the-shelf: an astounding baseline for recognition

Sharif Razavian, Ali, et al. "CNN features off-the-shelf: an astounding baseline for recognition." Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops. 2014.

画像

Learning and transferring mid-level image representions using convolutional neural networks

Oquab, Maxime, et al. "Learning and transferring mid-level image representations using convolutional neural networks." Proceedings of the IEEE conference on computer vision and pattern recognition. 2014.

スライド:ここ

ERC ALLEGRO workshopでの資料より。

github.com

http://image.slidesharecdn.com/miru2014tutorialdeeplearningslideshare-140721201916-phpapp02/95/miru2014-tutorial-deeplearning-96-638.jpg?cb=1414474875

http://image.slidesharecdn.com/miru2014tutorialdeeplearningslideshare-140721201916-phpapp02/95/miru2014-tutorial-deeplearning-96-638.jpg?cb=1414474875

http://www.slideshare.net/Takayosi/miru2014-tutorial-deeplearning-37219713:titleより引用しました。

Learning hierarchical features for scene labeling

[bib2web] Yann LeCun's Publications

Farabet, Clement, et al. "Learning hierarchical features for scene labeling." IEEE transactions on pattern analysis and machine intelligence 35.8 (2013): 1915-1929.

slideplayer.com

リンク先はスライドです。

Semantic Segmentation

Learning Deconvolution Network for Semantic Segmentation

arxiv: [1505.04366] Learning Deconvolution Network for Semantic Segmentation

Noh, Hyeonwoo, Seunghoon Hong, and Bohyung Han. "Learning deconvolution network for semantic segmentation." Proceedings of the IEEE International Conference on Computer Vision. 2015.

www.slideshare.net

Fully Convolutional Networks for Semantic Segmentation

arxiv: [1605.06211] Fully Convolutional Networks for Semantic Segmentation

Shelhamer, Evan, Jonathon Long, and Trevor Darrell. "Fully Convolutional Networks for Semantic Segmentation." (2016).

ECE 6504 Deep Learning for Perceptionでの解説スライドを参照しています。

  • 実行例を示してくれている方がいました。ありがたい。

akiomik.hatenablog.jp

物体検知

Fast r-cnn

Girshick, Ross. "Fast r-cnn." Proceedings of the IEEE International Conference on Computer Vision. 2015.

Faster R-CNN: Towards real-time object detection with region proposal networks

S Ren, K He, R Girshick, J Sun - Advances in neural information …, 2015 - papers.nips.cc

Ren, Shaoqing, et al. "Faster R-CNN: Towards real-time object detection with region proposal networks." Advances in neural information processing systems. 2015.

www.slideshare.net

YOLO: Real-Time Object Detection

arxiv: [1506.02640] You Only Look Once: Unified, Real-Time Object Detection

Redmon, Joseph, et al. "You only look once: Unified, real-time object detection." arXiv preprint arXiv:1506.02640 (2015).

pjreddie.com

画像に含まれる文字の認識

Reading text in the wild with convolutional neural networks

Jaderberg, Max, et al. "Reading text in the wild with convolutional neural networks." International Journal of Computer Vision 116.1 (2016): 1-20.

その他の文字認識・OCW

一旦こっちにまとめました。