2.7k citations · 7.3k across the 172 of their papers we have counts for
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Constraint Reduction using Marginal Polytope Diagrams for MAP LP Relaxations
Zhen Zhang, Qinfeng Shi, Yanning Zhang +2
LP relaxation-based message passing algorithms provide an effective tool for MAP inference over Probabilistic Graphical Models. However, different LP relaxations often have differe…
Fast Training of Effective Multi-class Boosting Using Coordinate Descent Optimization
Guosheng Lin, Chunhua Shen, Anton van den Hengel +1
Wepresentanovelcolumngenerationbasedboostingmethod for multi-class classification. Our multi-class boosting is formulated in a single optimization problem as in Shen and Hao (2011)…
Contextual Hypergraph Modelling for Salient Object Detection
Xi Li, Yao Li, Chunhua Shen +2
Salient object detection aims to locate objects that capture human attention within images. Previous approaches often pose this as a problem of image contrast analysis. In this wor…
Online Unsupervised Feature Learning for Visual Tracking
Fayao Liu, Chunhua Shen, Ian Reid +1
Feature encoding with respect to an over-complete dictionary learned by unsupervised methods, followed by spatial pyramid pooling, and linear classification, has exhibited powerful…
Efficient pedestrian detection by directly optimize the partial area under the ROC curve
Sakrapee Paisitkriangkrai, Chunhua Shen, Anton van den Hengel
Many typical applications of object detection operate within a prescribed false-positive range. In this situation the performance of a detector should be assessed on the basis of t…
A General Two-Step Approach to Learning-Based Hashing
Guosheng Lin, Chunhua Shen, David Suter +1
Most existing approaches to hashing apply a single form of hash function, and an optimization process which is typically deeply coupled to this specific form. This tight coupling r…