J
Junsong Yuan
Researcher at University at Buffalo
Publications - 471
Citations - 20391
Junsong Yuan is an academic researcher from University at Buffalo. The author has contributed to research in topics: Computer science & Feature extraction. The author has an hindex of 59, co-authored 401 publications receiving 15651 citations. Previous affiliations of Junsong Yuan include Zhejiang University & Northwestern University.
Papers
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Proceedings Article
Rethinking Soft Labels for Knowledge Distillation: A Bias–Variance Tradeoff Perspective
TL;DR: In this article, the bias-variance tradeoff brought by distillation with soft labels is investigated and weighted soft labels are proposed to help the network adaptively handle the sample-wise bias variance tradeoff.
Posted Content
Temporal Pulses Driven Spiking Neural Network for Fast Object Recognition in Autonomous Driving
TL;DR: This is the first attempt to use SNN to directly perform object recognition on raw temporal pulses using the spiking neural network, and highlights the SNN's great potentials in autonomous driving and related applications.
Proceedings ArticleDOI
Efficient search of Top-K video subvolumes for multi-instance action detection
TL;DR: An algorithm that further speeds up the subvolume search and targets on real-time multi-instance action detection for high resolution videos (e.g. 320 × 240 or higher) and is capable of handling action variations caused by performing speed and style changes, spatial scale changes, as well as cluttered and moving background.
Journal ArticleDOI
Revisiting Modified Greedy Algorithm for Monotone Submodular Maximization with a Knapsack Constraint
TL;DR: This paper revisits the widely known modified greedy algorithm and enhances it to derive a data-dependent upper bound on the optimum, and empirically demonstrate the tightness of the upper bound with a real-world application.
Proceedings ArticleDOI
Mobile media communication, processing, and analysis: A review of recent advances
TL;DR: To identify the opportunities and challenges in fast growing mobile media computing, several emerging topics including mobile visual search, retargeting, mobile video streaming, and cloud based mobile media Computing are discussed.