最近在看领域泛化(OOD Generalization)的问题,其中一个重要的方向就是开放集识别(Open Set Recognition),这篇综述总结了一些关键定义和问题,在这里浅读一下。 一、问题描述 在现实世界的识别/分类任务中,受各种客观因素的限制,在训练识别器或分类器时,通常很难收集训练样本来穷尽所有的类别。开放集识别(OSR)就是为...
Recent Advances in Open Set Recognition: A Surveydoi:10.1109/TPAMI.2020.2981604Chuanxing GengSheng-Jun HuangSongcan ChenIEEE Trans Pattern Anal Mach Intell
As an indispensable and challenging problem in computer vision, small object detection forms the basis of many other computer vision tasks, such as object tracking [1], instance segmentation [2,3], image captioning [4], action recognition [5], scene understanding [6], etc. In recent years,...
This Review discusses the major advances and changes made over the past 3 years to our understanding of chimeric antigen receptor (CAR) T cell efficacy and safety. Recently, the field has gained insight into how various molecular modules of the CAR influence signalling and function. We report...
Named entity recognition and classication research has so far mainly focused on supervised techniques and has typically considered only small sets of classes with regard to which to classify the recognized en- tities. In this paper we ad... P Cimiano,V Johanna - Recent Advances in Natural Langu...
Mainstream statistical methodology is generally applicable to data observed in Euclidean space. There are, however, numerous contexts of considerable scientific interest in which the natural supports for the data under consideration are Riemannian manifolds like the unit circle, torus, sphere, and their ...
Recognition of Reviewers:reviewers who provide timely, thorough peer-review reports receive vouchers entitling them to a discount on the APC of their next publication in any MDPI journal, in appreciation of the work done. Sections:published in thirteentopical sections. ...
I find the paper - Recent Advances in Deep Learning for Object Detection a really good answer to this quest. Let me summarize what I have learned, hopefully, elaborate in a more intuitive way.Text colors: pro/consDetection ParadigmsTwo-stage Detectors...
The key focus of this study is the recent advances in the area of 'synchronous waste mitigation with energy development' techniques. This review addresses the significance of organic substances for the production of clean and renewable energy, including alternate solutions for non-renewable fuels. ...
Several pattern recognition receptors, such as lectin, toll, lipopolysaccharide and β-1,3-glucan binding protein (LGBP) and tetraspanin were identified. The major signal transduction pathways, including Toll pathway, IMD pathway, which might be involved in the immune response of shrimp, were ...