多标签学习和多输出回归中的这种特征导致了与MTL不同的研究问题。例如,排名损失,它使与数据点相关的标签的分数(例如,分类概率)大于没有标签的分数,可以用于多标签学习,但它不适合不同任务拥有不同数据的MTL。另一方面,这一特征在多标签学习和多输出回归中在MTL问题中是无效的。例如,每个任务都是基于19个生物医学特...
· A Survey on Multi-Task Learning · Multi-Task Learning for Dense Prediction Tasks: A Survey 另外,杨强教授还有一篇综述 《A Survey on Transfer Learning》,里面也有不少多任务学习和迁移学习的对比思考,本来这两个领域就很有相通之处,容易被联系起来,尤其是在learning technique层面,跳出来看,很多知识都...
In this survey, we provide a well-rounded view on state-of-the-art deep learning approaches for MTL in computer vision, explicitly emphasizing on dense prediction tasks. Our contributions concern the following. First, we consider MTL from a network architecture point-of-view. We include an ...
A Survey on Multi-Task Learningdoi:10.1109/TKDE.2021.3070203Yu ZhangQiang YangIEEE
Backdoor Learning: A Survey论文总结 目录1 论文工作 2 后门攻击的统一框架 3 基于投毒攻击的分类 3.1 图像和视频识别的攻击 3.2 总结 4 基于非投毒的后门攻击 5 后门防御 6 未来方向展望 7 结论 论文工作 提出一个统一... 【综述翻译】Deep Learning for 3D Point Clouds: A Survey ...
oA Survey on Multi-Task Learning oSelf-Paced Multi-Task Clustering oModel-Protected Multi-Task Learning 开源资源 oTask Sensitive Feature Exploration and Learning for Multi-Task Graph Classification oBMTMKL: Bayesian Multitask Multiple Kernel Learning ...
✨ Zhang, Y., & Yang, Q.A Survey on Multi-Task Learning. IEEE TKDE, 2021. Benchmark & Dataset Computer Vision MultiMNIST / MultiFashionMNIST a multitask variant of the MNIST / FashionMNIST dataset ⚠️Toy datasets See:MGDA,Pareto MTL,IT-MTL,etc. ...
This paper presents a survey of current research in the areas of workflow and workflow management systems. We begin by introducing the underlying problems and show how they can be addressed by workflow systems. We review and examine the terminology, concepts, methodologies, and problems in the rel...
Super-Resolution for Biometrics: A Comprehensive Survey the recognition performance, and deep-learning super-resolution which discusses the most recent advances in deep learning for the super-resolution task. Finall... K Nguyen,C Fookes,S Sridharan,... - 《Pattern Recognition》 被引量: 3发表: ...
Multi-Task Learning for Dense Prediction Tasks:A Survey Modeling Task Relationships in Multi-task Learning with Multi-gate Mixture-of-Experts https://zhuanlan.zhihu.com/p/27421983 https://zhuanlan.zhihu.com/p/59413549 https://ruder.io/multi-task/ ...