Object Detection |

Instructor


Amaia Salvador (AS)

(to be added)

Kuo, Weicheng, Bharath Hariharan, and Jitendra Malik. “Deepbox: Learning objectness with convolutional networks.” In Proceedings of the IEEE International Conference on Computer Vision, pp. 2479-2487. 2015. [code]
Ren, Shaoqing, Kaiming He, Ross Girshick, and Jian Sun. “Faster R-CNN: Towards real-time object detection with region proposal networks.” In Advances in Neural Information Processing Systems, pp. 91-99. 2015.
Ba, Jimmy, Volodymyr Mnih, and Koray Kavukcuoglu. “Multiple object recognition with visual attention.” ICLR 2015.
Caicedo, Juan C., and Svetlana Lazebnik. “Active object localization with deep reinforcement learning.” In Proceedings of the IEEE International Conference on Computer Vision, pp. 2488-2496. 2015. [Slides by Miriam Bellver]
Pinheiro, Pedro O., Ronan Collobert, and Piotr Dollar. “Learning to segment object candidates.” In Advances in Neural Information Processing Systems, pp. 1981-1989. 2015. [code]
Xiaogang Wang, “Deep Learning in Object Recognition, Detection, and Segmentation”. Trends in Signal Processing. Volume 9, Issues 1-2. May 2016.
Liu, Wei, Dragomir Anguelov, Dumitru Erhan, Christian Szegedy, and Scott Reed. “SSD: Single Shot MultiBox Detector.” arXiv preprint arXiv:1512.02325 (2015).