Showing 2018Show all
3 papers · 1 filter
cs.CV2018
Adversarial Soft-detection-based Aggregation Network for Image Retrieval
Jian Xu, Chunheng Wang, Cunzhao Shi +1
In recent year, the compact representations based on activations of Convolutional Neural Network (CNN) achieve remarkable performance in image retrieval. However, retrieval of some…
cs.CV2018
Selective Feature Connection Mechanism: Concatenating Multi-layer CNN Features with a Feature Selector
Chen Du, Chunheng Wang, Yanna Wang +2
Different layers of deep convolutional neural networks(CNNs) can encode different-level information. High-layer features always contain more semantic information, and low-layer fea…
cs.CV2018
Unsupervised Semantic-based Aggregation of Deep Convolutional Features
Jian Xu, Chunheng Wang, Chengzuo Qi +2
In this paper, we propose a simple but effective semantic-based aggregation (SBA) method. The proposed SBA utilizes the discriminative filters of deep convolutional layers as seman…