3.8k citations · 3.8k across the 6 of their papers we have counts for
6 papers
DatasetAgent: A Novel Multi-Agent System for Auto-Constructing Datasets from Real-World Images
Haoran Sun, Haoyu Bian, Shaoning Zeng +4
Common knowledge indicates that the process of constructing image datasets usually depends on the time-intensive and inefficient method of manual collection and annotation. Large m…
Federated Distillation: A Survey
Lin Li, Jianping Gou, Baosheng Yu +2
Federated Learning (FL) seeks to train a model collaboratively without sharing private training data from individual clients. Despite its promise, FL encounters challenges such as…
Deep Dictionary Learning with An Intra-class Constraint
Xia Yuan, Jianping Gou, Baosheng Yu +2
In recent years, deep dictionary learning (DDL)has attracted a great amount of attention due to its effectiveness for representation learning and visual recognition.~However, most…
Collaborative Teacher-Student Learning via Multiple Knowledge Transfer
Liyuan Sun, Jianping Gou, Baosheng Yu +2
Knowledge distillation (KD), as an efficient and effective model compression technique, has been receiving considerable attention in deep learning. The key to its success is to tra…
Knowledge Distillation: A Survey
Jianping Gou, Baosheng Yu, Stephen John Maybank +1
In recent years, deep neural networks have been successful in both industry and academia, especially for computer vision tasks. The great success of deep learning is mainly due to…
Collaboratively Weighting Deep and Classic Representation via L2 Regularization for Image Classification
Shaoning Zeng, Bob Zhang, Yanghao Zhang +1
Deep convolutional neural networks provide a powerful feature learning capability for image classification. The deep image features can be utilized to deal with many image understa…