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In this paper, we present a unified, end-to-end trainable spatiotemporal CNN model for VOS, which consists of two branches, i.e., the temporal coherence branch and the spatial segmentation branch. Specifically, the temporal coherence branch…

计算机视觉与模式识别 · 计算机科学 2019-04-05 Kai Xu , Longyin Wen , Guorong Li , Liefeng Bo , Qingming Huang

Using image context is an effective approach for improving object detection. Previously proposed methods used contextual cues that rely on semantic or spatial information. In this work, we explore a different kind of contextual information:…

计算机视觉与模式识别 · 计算机科学 2017-07-17 Noa Arbel , Tamar Avraham , Michael Lindenbaum

The development of lightweight object detectors is essential due to the limited computation resources. To reduce the computation cost, how to generate redundant features plays a significant role. This paper proposes a new lightweight…

计算机视觉与模式识别 · 计算机科学 2021-07-13 Yu-Ming Zhang , Chun-Chieh Lee , Jun-Wei Hsieh , Kuo-Chin Fan

Identifying travelers' transportation modes is important in transportation science and location-based services. It's appealing for researchers to leverage GPS trajectory data to infer transportation modes with the popularity of GPS-enabled…

计算机视觉与模式识别 · 计算机科学 2023-12-11 Rongsong Li , Xin Pei

The increasing penetration rate of new energy in the power system has put forward higher requirements for the operation and maintenance of substations and transmission lines. Using the Unmanned Aerial Vehicles (UAV) to identify foreign…

图像与视频处理 · 电气工程与系统科学 2025-07-16 He Zhichao , Shen Xiangyu , Zhang Yong , Xie Nan

3D scenes are dominated by a large number of background points, which is redundant for the detection task that mainly needs to focus on foreground objects. In this paper, we analyze major components of existing sparse 3D CNNs and find that…

计算机视觉与模式识别 · 计算机科学 2022-09-29 Jianhui Liu , Yukang Chen , Xiaoqing Ye , Zhuotao Tian , Xiao Tan , Xiaojuan Qi

(Abridged) Galaxy clusters are a powerful probe of cosmological models. Next generation large-scale optical and infrared surveys will reach unprecedented depths over large areas and require highly complete and pure cluster catalogs, with a…

宇宙学与河外天体物理 · 物理学 2024-10-23 Kirill Grishin , Simona Mei , Stéphane Ilic

Classification of young stellar objects (YSOs) into different evolutionary stages helps us to understand the formation process of new stars and planetary systems. Such classification has traditionally been based on spectral energy…

星系天体物理 · 物理学 2018-09-05 Oskari Miettinen

Although modern object detectors rely heavily on a significant amount of training data, humans can easily detect novel objects using a few training examples. The mechanism of the human visual system is to interpret spatial relationships…

计算机视觉与模式识别 · 计算机科学 2022-11-03 Geonuk Kim , Hong-Gyu Jung , Seong-Whan Lee

In the realm of Tiny AI, we introduce ``You Only Look at Interested Cells" (YOLIC), an efficient method for object localization and classification on edge devices. Through seamlessly blending the strengths of semantic segmentation and…

计算机视觉与模式识别 · 计算机科学 2024-05-28 Kai Su , Yoichi Tomioka , Qiangfu Zhao , Yong Liu

Event-based cameras feature high temporal resolution, wide dynamic range, and low power consumption, which is ideal for high-speed and low-light object detection. Spiking neural networks (SNNs) are promising for event-based object…

计算机视觉与模式识别 · 计算机科学 2025-01-22 Ruixin Mao , Aoyu Shen , Lin Tang , Jun Zhou

Jointly integrating aspect ratio and context has been extensively studied and shown performance improvement in traditional object detection systems such as the DPMs. It, however, has been largely ignored in deep neural network based…

计算机视觉与模式识别 · 计算机科学 2017-03-23 Bo Li , Tianfu Wu , Shuai Shao , Lun Zhang , Rufeng Chu

Insulators are crucial insulation components and structural supports in power grids, playing a vital role in the transmission lines. Due to temperature fluctuations, internal stress, or damage from hail, insulators are prone to injury.…

计算机视觉与模式识别 · 计算机科学 2025-02-12 Zhenyue Wang , Guowu Yuan , Hao Zhou , Yi Ma , Yutang Ma , Dong Chen

Open-Vocabulary Semantic Segmentation (OVSS) assigns pixel-level labels from an open set of categories, requiring generalization to unseen and unlabelled objects. Using vision-language models (VLMs) to correlate local image patches with…

计算机视觉与模式识别 · 计算机科学 2025-10-20 Jiayi Lin , Jiabo Huang , Shaogang Gong

This project aims to develop a system to run the object detection model under low power consumption conditions. The detection scene is set as an outdoor traveling scene, and the detection categories include people and vehicles. In this…

系统与控制 · 电气工程与系统科学 2025-07-23 Jiyue Jiang , Mingtong Chen , Zhengbao Yang

Human-Object Interaction Detection is a crucial aspect of human-centric scene understanding, with important applications in various domains. Despite recent progress in this field, recognizing subtle and detailed interactions remains…

计算机视觉与模式识别 · 计算机科学 2023-11-14 Guangzhi Wang , Yangyang Guo , Mohan Kankanhalli

Object detection, one of the three main tasks of computer vision, has been used in various applications. The main process is to use deep neural networks to extract the features of an image and then use the features to identify the class and…

计算机视觉与模式识别 · 计算机科学 2022-12-14 Wenshuo Li

Our paper introduces a novel two-stage self-supervised approach for detecting co-occurring salient objects (CoSOD) in image groups without requiring segmentation annotations. Unlike existing unsupervised methods that rely solely on…

计算机视觉与模式识别 · 计算机科学 2024-07-04 Souradeep Chakraborty , Dimitris Samaras

Pedestrian detection has achieved great improvements in recent years, while complex occlusion handling is still one of the most important problems. To take advantage of the body parts and context information for pedestrian detection, we…

计算机视觉与模式识别 · 计算机科学 2018-04-13 Shiguang Wang , Jian Cheng , Haijun Liu , Ming Tang

Object pose estimation is frequently achieved by first segmenting an RGB image and then, given depth data, registering the corresponding point cloud segment against the object's 3D model. Despite the progress due to CNNs, semantic…

计算机视觉与模式识别 · 计算机科学 2018-05-17 Chaitanya Mitash , Abdeslam Boularias , Kostas Bekris