Deep LAC: Deep localization, alignment and classification for fine-grained recognition

• Published in: 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) pp. 1666 - 1674
• Main Authors: Di Lin, Xiaoyong Shen, Cewu Lu, Jiaya Jia
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.06.2015
• Subjects: Birds; Couplings; Feature extraction; Head; Neural networks; Training; Valves

We propose a fine-grained recognition system that incorporates part localization, alignment, and classification in one deep neural network. This is a nontrivial process, as the input to the classification module should be functions that enable back-propagation in constructing the solver. Our major c...