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We present the HANDAL dataset for category-level object pose estimation and affordance prediction. Unlike previous datasets, ours is focused on robotics-ready manipulable objects that are of the proper size and shape for functional grasping…

机器人学 · 计算机科学 2023-08-04 Andrew Guo , Bowen Wen , Jianhe Yuan , Jonathan Tremblay , Stephen Tyree , Jeffrey Smith , Stan Birchfield

This paper tackles the problem of video object segmentation. We are specifically concerned with the task of segmenting all pixels of a target object in all frames, given the annotation mask in the first frame. Even when such annotation is…

计算机视觉与模式识别 · 计算机科学 2019-10-01 Yu Liu , Lingqiao Liu , Haokui Zhang , Hamid Rezatofighi , Ian Reid

Salient Object Ranking (SOR) involves ranking the degree of saliency of multiple salient objects in an input image. Most recently, a method is proposed for ranking salient objects in an input video based on a predicted fixation map. It…

计算机视觉与模式识别 · 计算机科学 2022-04-01 Jiaying Lin , Huankang Guan , Rynson W. H. Lau

Detecting anatomical landmarks in medical imaging is essential for diagnosis and intervention guidance. However, object detection models rely on costly bounding box annotations, limiting scalability. Weakly Semi-Supervised Object Detection…

计算机视觉与模式识别 · 计算机科学 2026-01-21 Adrien Meyer , Didier Mutter , Nicolas Padoy

Egocentric videos present unique challenges for 3D scene understanding due to rapid camera motion, frequent object occlusions, and limited object visibility. This paper introduces a novel approach to instance segmentation and tracking in…

计算机视觉与模式识别 · 计算机科学 2024-11-21 Yash Bhalgat , Vadim Tschernezki , Iro Laina , João F. Henriques , Andrea Vedaldi , Andrew Zisserman

Human actions in egocentric videos are often hand-object interactions composed from a verb (performed by the hand) applied to an object. Despite their extensive scaling up, egocentric datasets still face two limitations - sparsity of action…

计算机视觉与模式识别 · 计算机科学 2023-12-13 Dibyadip Chatterjee , Fadime Sener , Shugao Ma , Angela Yao

As AI-powered compliance monitoring becomes increasingly important in public governance and industrial safety, the ability to provide verifiable evidence and traceable accountability signals is essential. However, existing video anomaly…

计算机视觉与模式识别 · 计算机科学 2026-05-26 Ruihao Xu , Xingming Shui , Jingxuan Niu , Yiqin Wang , Jilin Yu , Haoji Zhang , Yansong Tang

Visual similarities discovery (VSD) is an important task with broad e-commerce applications. Given an image of a certain object, the goal of VSD is to retrieve images of different objects with high perceptual visual similarity. Although…

计算机视觉与模式识别 · 计算机科学 2023-08-29 Oren Barkan , Tal Reiss , Jonathan Weill , Ori Katz , Roy Hirsch , Itzik Malkiel , Noam Koenigstein

Machine learning is transforming the video editing industry. Recent advances in computer vision have leveled-up video editing tasks such as intelligent reframing, rotoscoping, color grading, or applying digital makeups. However, most of the…

计算机视觉与模式识别 · 计算机科学 2022-07-22 Dawit Mureja Argaw , Fabian Caba Heilbron , Joon-Young Lee , Markus Woodson , In So Kweon

In this paper, we introduce VCSL (Video Copy Segment Localization), a new comprehensive segment-level annotated video copy dataset. Compared with existing copy detection datasets restricted by either video-level annotation or small-scale,…

计算机视觉与模式识别 · 计算机科学 2022-06-17 Sifeng He , Xudong Yang , Chen Jiang , Gang Liang , Wei Zhang , Tan Pan , Qing Wang , Furong Xu , Chunguang Li , Jingxiong Liu , Hui Xu , Kaiming Huang , Yuan Cheng , Feng Qian , Xiaobo Zhang , Lei Yang

For many years, multi-object tracking benchmarks have focused on a handful of categories. Motivated primarily by surveillance and self-driving applications, these datasets provide tracks for people, vehicles, and animals, ignoring the vast…

计算机视觉与模式识别 · 计算机科学 2020-05-22 Achal Dave , Tarasha Khurana , Pavel Tokmakov , Cordelia Schmid , Deva Ramanan

We propose an end-to-end learning framework for segmenting generic objects in videos. Our method learns to combine appearance and motion information to produce pixel level segmentation masks for all prominent objects in videos. We formulate…

计算机视觉与模式识别 · 计算机科学 2017-04-13 Suyog Dutt Jain , Bo Xiong , Kristen Grauman

The task of referring video object segmentation aims to segment the object in the frames of a given video to which the referring expressions refer. Previous methods adopt multi-stage approach and design complex pipelines to obtain promising…

计算机视觉与模式识别 · 计算机科学 2023-01-02 Zhiwei Hu , Bo Chen , Yuan Gao , Zhilong Ji , Jinfeng Bai

Common visual recognition tasks such as classification, object detection, and semantic segmentation are rapidly reaching maturity, and given the recent rate of progress, it is not unreasonable to conjecture that techniques for many of these…

计算机视觉与模式识别 · 计算机科学 2016-12-15 Yan Zhu , Yuandong Tian , Dimitris Mexatas , Piotr Dollár

Given an object mask, Semi-supervised Video Object Segmentation (SVOS) technique aims to track and segment the object across video frames, serving as a fundamental task in computer vision. Although recent memory-based methods demonstrate…

计算机视觉与模式识别 · 计算机科学 2025-07-28 Guanyi Qin , Ziyue Wang , Daiyun Shen , Haofeng Liu , Hantao Zhou , Junde Wu , Runze Hu , Yueming Jin

Object handover is a common human collaboration behavior that attracts attention from researchers in Robotics and Cognitive Science. Though visual perception plays an important role in the object handover task, the whole handover process…

计算机视觉与模式识别 · 计算机科学 2021-10-28 Ruolin Ye , Wenqiang Xu , Zhendong Xue , Tutian Tang , Yanfeng Wang , Cewu Lu

With the recent surge in the research of vision transformers, they have demonstrated remarkable potential for various challenging computer vision applications, such as image recognition, point cloud classification as well as video…

计算机视觉与模式识别 · 计算机科学 2021-06-10 Ziyuan Huang , Zhiwu Qing , Xiang Wang , Yutong Feng , Shiwei Zhang , Jianwen Jiang , Zhurong Xia , Mingqian Tang , Nong Sang , Marcelo H. Ang

Conventional few-shot object segmentation methods learn object segmentation from a few labelled support images with strongly labelled segmentation masks. Recent work has shown to perform on par with weaker levels of supervision in terms of…

计算机视觉与模式识别 · 计算机科学 2019-12-20 Mennatullah Siam , Naren Doraiswamy , Boris N. Oreshkin , Hengshuai Yao , Martin Jagersand

Are we ready to segment consumer stereo videos? The amount of this data type is rapidly increasing and encompasses rich information of appearance, motion and depth cues. However, the segmentation of such data is still largely unexplored.…

计算机视觉与模式识别 · 计算机科学 2016-09-08 Wei-Chen Chiu , Fabio Galasso , Mario Fritz

Video Instance Segmentation (VIS) jointly tackles multi-object detection, tracking, and segmentation in video sequences. In the past, VIS methods mirrored the fragmentation of these subtasks in their architectural design, hence missing out…

计算机视觉与模式识别 · 计算机科学 2022-07-25 Adrià Caelles , Tim Meinhardt , Guillem Brasó , Laura Leal-Taixé