64 citations · 74 across the 8 of their papers we have counts for
8 papers
Distance Based Image Classification: A solution to generative classification's conundrum?
Wen-Yan Lin, Siying Liu, Bing Tian Dai +1
Most classifiers rely on discriminative boundaries that separate instances of each class from everything else. We argue that discriminative boundaries are counter-intuitive as they…
OcclusionFusion: Occlusion-aware Motion Estimation for Real-time Dynamic 3D Reconstruction
Wenbin Lin, Chengwei Zheng, Jun-Hai Yong +1
RGBD-based real-time dynamic 3D reconstruction suffers from inaccurate inter-frame motion estimation as errors may accumulate with online tracking. This problem is even more severe…
Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification Systems
Adhiraj Ghosh, Kuruparan Shanmugalingam, Wen-Yan Lin
Object appearances change dramatically with pose variations. This creates a challenge for embedding schemes that seek to map instances with the same object ID to locations that are…
Dual-SLAM: A framework for robust single camera navigation
Huajian Huang, Wen-Yan Lin, Siying Liu +2
SLAM (Simultaneous Localization And Mapping) seeks to provide a moving agent with real-time self-localization. To achieve real-time speed, SLAM incrementally propagates position es…
Hierarchical Models: Intrinsic Separability in High Dimensions
Wen-Yan Lin
It has long been noticed that high dimension data exhibits strange patterns. This has been variously interpreted as either a "blessing" or a "curse", causing uncomfortable inconsis…
Dimensionality's Blessing: Clustering Images by Underlying Distribution
Wen-Yan Lin, Siying Liu, Jian-Huang Lai +1
Many high dimensional vector distances tend to a constant. This is typically considered a negative "contrast-loss" phenomenon that hinders clustering and other machine learning tec…
Image Matching: An Application-oriented Benchmark
JiaWang Bian, Le Zhang, Yun Liu +3
Image matching approaches have been widely used in computer vision applications in which the image-level matching performance of matchers is critical. However, it has not been well…
ImageSpirit: Verbal Guided Image Parsing
Ming-Ming Cheng, Shuai Zheng, Wen-Yan Lin +6
Humans describe images in terms of nouns and adjectives while algorithms operate on images represented as sets of pixels. Bridging this gap between how humans would like to access…