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20112026
most citedPCANet: A Simple Deep Learning Baseline for Image Classification?

1.4k citations

Showing 2015 · cs.CVShow all

8 papers · 2 filters

cs.CV2015★ 197 cited

Video Tracking Using Learned Hierarchical Features

Li Wang, Ting Liu, Gang Wang +2

In this paper, we propose an approach to learn hierarchical features for visual object tracking. First, we offline learn features robust to diverse motion patterns from auxiliary v…

cs.CV2015★ 63 cited

Learning Deep Representations of Appearance and Motion for Anomalous Event Detection

Dan Xu, Elisa Ricci, Yan Yan +2

We present a novel unsupervised deep learning framework for anomalous event detection in complex video scenes. While most existing works merely use hand-crafted appearance and moti…

cs.CV2015★ 1 cited

Exemplar Based Deep Discriminative and Shareable Feature Learning for Scene Image Classification

Zhen Zuo, Gang Wang, Bing Shuai +2

In order to encode the class correlation and class specific information in image representation, we propose a new local feature learning approach named Deep Discriminative and Shar…

cs.CV2015★ 3 cited

SALSA: A Novel Dataset for Multimodal Group Behavior Analysis

Xavier Alameda-Pineda, Jacopo Staiano, Ramanathan Subramanian +5

Studying free-standing conversational groups (FCGs) in unstructured social settings (e.g., cocktail party ) is gratifying due to the wealth of information available at the group (m…

cs.CV2015★ 92 cited

PISA: Pixelwise Image Saliency by Aggregating Complementary Appearance Contrast Measures with Edge-Preserving Coherence

Keze Wang, Liang Lin, Jiangbo Lu +2

Driven by recent vision and graphics applications such as image segmentation and object recognition, computing pixel-accurate saliency values to uniformly highlight foreground obje…

cs.CV2015★ 199 cited

Weakly Supervised Fine-Grained Image Categorization

Yu Zhang, Xiu-shen Wei, Jianxin Wu +4

In this paper, we categorize fine-grained images without using any object / part annotation neither in the training nor in the testing stage, a step towards making it suitable for…