open world detection问题定义 ORE: Open World Object Detector ORE的几个步骤 第一步:打框 第二步:对比聚类 related work 开放世界对象检测 open world object recognition,领域研究的目标主要是: (1)人具有辨别环境中未知物体的本能,希望模型也可以有鉴别unknown的能力; (2)人能够不断接收新事物,同时也不会遗忘...
a novel end-to-end transformer-based framework, OW-DETR, for open-world object detection three dedicated components namely,: attention-driven pseudo-labeling, novelty classification and objectness scoring Overall Architecture An image I of spatial size H × W with a set of object instances Y ...
Here, we introduce a novel end-to-end transformer-based framework, OW-DETR, for open-world object detection. The proposed OW-DETR comprises three dedicated components namely, attention-driven pseudo-labeling, novelty classification and objectness scoring to explicitly address the aforementioned OWOD ...
Touvron, Hugo, Matthieu Cord, Alaaeldin El-Nouby, Piotr Bojanowski, Armand Joulin, Gabriel Synnaeve, and Hervé Jégou. 2021. “Augmenting Convolutional Networks with Attention-Based Aggregation.”arXiv Preprint arXiv:2112.13692. Touvron, Hugo, Thibaut Lavril, Gautier Izacard, Xavier Martinet, Ma...
Longformer一共提出了三种Attention机制来降低Transformer的计算量,分别是Sliding Window based Attention(SW-Attention)、Dilated Sliding Window based Attention(DSW-Attention)和GlobalAttention(G-Attention)。 其中SW-Attention和DSW-Attention与Sparse Transformer中的SA1和SA2完全一样,故不再重复介绍。详情可参考:Generati...
object detection, the OWOD setting poses significant challenges for generating quality candidate proposals on potentially unknown objects, separating the unknown objects from the background and detecting diverse unknown objects. Here, we introduce a novel end-to-end transformer-based framework, OW-DETR,...
题目:Focus on Local Regions for Query-based Object Detection 名称:关注局部区域进行基于查询的目标...
6. Hashing-based Non-Maximum Suppression for Crowded Object Detection. (from Jianfeng Wang, Xi Yin, Lijuan Wang, Lei Zhang) 7. Region-adaptive Texture Enhancement for Detailed Person Image Synthesis. (from Lingbo Yang, Pan Wang, Xinfeng Zhang, Shanshe Wang, Zhanning Gao, Peiran Ren, Xuansong...
5. Novel Human-Object Interaction Detection via Adversarial Domain Generalization. (from Yuhang Song, Wenbo Li, Lei Zhang, Jianwei Yang, Emre Kiciman, Hamid Palangi, Jianfeng Gao, C.-C. Jay Kuo, Pengchuan Zhang) 6. Hashing-based Non-Maximum Suppression for Crowded Object Detection. (from Jian...
To get an even broader view of transformer-based models used in biomedical text mining - especially on tasks this work has not focused on - we refer to various surveys published by many researchers around the world [30,61,62,63].