- 教師なし
- 画像
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。
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.
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).
- スライド：ここ
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。
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).
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。
