490 citations · 554 across the 6 of their papers we have counts for
9 papers · 1 filter
MPT: A Large-scale Multi-Phytoplankton Tracking Benchmark
Yang Yu, Yuezun Li, Xin Sun +1
Phytoplankton are a crucial component of aquatic ecosystems, and effective monitoring of them can provide valuable insights into ocean environments and ecosystem changes. Tradition…
Knowledge Distillation via Instance-level Sequence Learning
Haoran Zhao, Xin Sun, Junyu Dong +2
Recently, distillation approaches are suggested to extract general knowledge from a teacher network to guide a student network. Most of the existing methods transfer knowledge from…
Gaussian Dynamic Convolution for Efficient Single-Image Segmentation
Xin Sun, Changrui Chen, Xiaorui Wang +3
Interactive single-image segmentation is ubiquitous in the scientific and commercial imaging software. In this work, we focus on the single-image segmentation problem only with som…
Dual Discriminator Adversarial Distillation for Data-free Model Compression
Haoran Zhao, Xin Sun, Junyu Dong +2
Knowledge distillation has been widely used to produce portable and efficient neural networks which can be well applied on edge devices for computer vision tasks. However, almost a…
Similarity Transfer for Knowledge Distillation
Haoran Zhao, Kun Gong, Xin Sun +2
Knowledge distillation is a popular paradigm for learning portable neural networks by transferring the knowledge from a large model into a smaller one. Most existing approaches enh…
High-Order Paired-ASPP Networks for Semantic Segmenation
Yu Zhang, Xin Sun, Junyu Dong +2
Current semantic segmentation models only exploit first-order statistics, while rarely exploring high-order statistics. However, common first-order statistics are insufficient to s…