Friday, February 26, 2016

Thurs, Mar 3: DeepBox: Learning Objectness

DeepBox: Learning Objectness with Convolutional Networks. Weicheng Kuo, Bharath Hariharan, Jitendra Malik. ICCV 2015.

Sample Code for Pretrained Network Feature Extraction

https://github.com/genp/DataDrivenVision_SampleCode

Saturday, February 20, 2016

Thurs, Feb 25: Diagnosing error in object detectors

Diagnosing error in object detectors. Derek Hoiem, Yodsawalai Chodpathumwan, and Qieyun Dai. ECCV 2012.

Matlab code for generating Hoiem-style ROC curves: https://github.com/pdollar/coco/blob/master/MatlabAPI/CocoEval.m

Tuesday, February 16, 2016

Thurs. Feb 18: Understanding Deep Image Representations by Inverting Them.

Understanding Deep Image Representations by Inverting Them. Aravindh Mahendran, Andrea Vedaldi. CVPR 2015. 

Tues Feb 26: Object Detectors Emerge in Deep Scene CNNs

Object Detectors Emerge in Deep Scene CNNs. Bolei Zhou, Aditya Khosla, Agata Lapedriza, Aude Oliva, Antonio Torralba. ICLR, 2015.
Supplemental: Learning Deep Features for Scene Recognition using Places Database. B. Zhou, A. Lapedriza, J. Xiao, A. Torralba, and A. Oliva. NIPS 2014.

Wednesday, February 10, 2016

Thurs, Feb 11: SUN Attributes

The SUN Attribute Database: Beyond Categories for Deeper Scene Understanding. Genevieve Patterson, Chen Xu, Hang Su, James Hays. IJCV 2014.

Monday, February 8, 2016

Tues, Feb. 9: AlexNet

ImageNet Classification with Deep Convolutional Neural Networks. Alex Krizhevsky, Ilya Sutskever, Geoffrey E Hinton. NIPS 2012.