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Human pose estimation (HPE) with convolutional neural networks (CNNs) for indoor monitoring is one of the major challenges in computer vision. In contrast to HPE in perspective views, an indoor monitoring system can consist of an…

Computer Vision and Pattern Recognition · Computer Science 2023-04-18 Jingrui Yu , Tobias Scheck , Roman Seidel , Yukti Adya , Dipankar Nandi , Gangolf Hirtz

Grasping is natural for humans. However, it involves complex hand configurations and soft tissue deformation that can result in complicated regions of contact between the hand and the object. Understanding and modeling this contact can…

Computer Vision and Pattern Recognition · Computer Science 2020-07-21 Samarth Brahmbhatt , Chengcheng Tang , Christopher D. Twigg , Charles C. Kemp , James Hays

Medication errors and adverse drug events (ADEs) pose significant risks to patient safety, often arising from difficulties in reliably identifying pharmaceuticals in real-world settings. AI-based pill recognition models offer a promising…

Computer Vision and Pattern Recognition · Computer Science 2026-03-12 W. I. Chu , S. Hirani , G. Tarroni , L. Li

Scene understanding is essential in determining how intelligent robotic grasping and manipulation could get. It is a problem that can be approached using different techniques: seen object segmentation, unseen object segmentation, or 6D pose…

Robotics · Computer Science 2022-11-29 Anas Gouda , Abraham Ghanem , Christopher Reining

While the field of medical image analysis has undergone a transformative shift with the integration of machine learning techniques, the main challenge of these techniques is often the scarcity of large, diverse, and well-annotated datasets.…

Computer Vision and Pattern Recognition · Computer Science 2025-11-18 Stefano Woerner , Arthur Jaques , Christian F. Baumgartner

3D Clothing modeling and datasets play crucial role in the entertainment, animation, and digital fashion industries. Existing work often lacks detailed semantic understanding or uses synthetic datasets, lacking realism and personalization.…

Computer Vision and Pattern Recognition · Computer Science 2024-01-23 Dimitrije Antić , Garvita Tiwari , Batuhan Ozcomlekci , Riccardo Marin , Gerard Pons-Moll

We introduce IndustryShapes, a new RGB-D benchmark dataset of industrial tools and components, designed for both instance-level and novel object 6D pose estimation approaches. The dataset provides a realistic and application-relevant…

Computer Vision and Pattern Recognition · Computer Science 2026-02-06 Panagiotis Sapoutzoglou , Orestis Vaggelis , Athina Zacharia , Evangelos Sartinas , Maria Pateraki

Object grasping is critical for many applications, which is also a challenging computer vision problem. However, for the clustered scene, current researches suffer from the problems of insufficient training data and the lacking of…

Computer Vision and Pattern Recognition · Computer Science 2020-01-03 Hao-Shu Fang , Chenxi Wang , Minghao Gou , Cewu Lu

Detecting safety clothing and helmets is paramount for ensuring the safety of construction workers. However, the development of deep learning models in this domain has been impeded by the scarcity of high-quality datasets. In this study, we…

Computer Vision and Pattern Recognition · Computer Science 2024-08-13 Fusheng Yu , Jiang Li , Xiaoping Wang , Shaojin Wu , Junjie Zhang , Zhigang Zeng

We present a new public dataset with a focus on simulating robotic vision tasks in everyday indoor environments using real imagery. The dataset includes 20,000+ RGB-D images and 50,000+ 2D bounding boxes of object instances densely captured…

Computer Vision and Pattern Recognition · Computer Science 2017-03-07 Phil Ammirato , Patrick Poirson , Eunbyung Park , Jana Kosecka , Alexander C. Berg

Recent advances in medical multi-modal models focus on specialized image analysis like dermatology, pathology, or radiology. However, they do not fully capture the complexity of real-world clinical diagnostics, which involve heterogeneous…

Computer Vision and Pattern Recognition · Computer Science 2026-01-13 Jiao Xu , Junwei Liu , Jiangwei Lao , Qi Zhu , Yunpeng Zhao , Congyun Jin , Shinan Liu , Zhihong Lu , Lihe Zhang , Xin Chen , Jian Wang , Ping Wang

Among the most important prerequisites for creating and evaluating 6D object pose detectors are datasets with labeled 6D poses. With the advent of deep learning, demand for such datasets is growing continuously. Despite the fact that some…

Computer Vision and Pattern Recognition · Computer Science 2019-10-02 Roman Kaskman , Sergey Zakharov , Ivan Shugurov , Slobodan Ilic

The wearing of the face masks appears as a solution for limiting the spread of COVID-19. In this context, efficient recognition systems are expected for checking that people faces are masked in regulated areas. To perform this task, a large…

Computer Vision and Pattern Recognition · Computer Science 2020-12-07 Adnane Cabani , Karim Hammoudi , Halim Benhabiles , Mahmoud Melkemi

Owing to recent advances in machine learning and the ability to harvest large amounts of data during robotic-assisted surgeries, surgical data science is ripe for foundational work. We present a large dataset of surgical videos and their…

Computer Vision and Pattern Recognition · Computer Science 2026-05-11 Aneeq Zia , Max Berniker , Rogerio Nespolo , Xiaorui Zhang , Conor Perreault , Ziheng Wang , Benjamin Mueller , Ryan Schmidt , Kiran Bhattacharyya , Xi Liu , Anthony Jarc

Micro-expressions (MEs) are subtle, fleeting nonverbal cues that reveal an individual's genuine emotional state. Their analysis has attracted considerable interest due to its promising applications in fields such as healthcare, criminal…

Computer Vision and Pattern Recognition · Computer Science 2025-06-13 Chuang Ma , Yu Pei , Jianhang Zhang , Shaokai Zhao , Bowen Ji , Liang Xie , Ye Yan , Erwei Yin

Modelling interactions between humans and objects in natural environments is central to many applications including gaming, virtual and mixed reality, as well as human behavior analysis and human-robot collaboration. This challenging…

Computer Vision and Pattern Recognition · Computer Science 2022-04-15 Bharat Lal Bhatnagar , Xianghui Xie , Ilya A. Petrov , Cristian Sminchisescu , Christian Theobalt , Gerard Pons-Moll

For nearly a decade, the COCO dataset has been the central test bed of research in object detection. According to the recent benchmarks, however, it seems that performance on this dataset has started to saturate. One possible reason can be…

Computer Vision and Pattern Recognition · Computer Science 2022-06-24 Ali Borji

In this paper, we introduce a large-scale, controlled, and multi-platform object recognition dataset denoted as Challenging Unreal and Real Environments for Object Recognition (CURE-OR). In this dataset, there are 1,000,000 images of 100…

Computer Vision and Pattern Recognition · Computer Science 2018-11-14 Dogancan Temel , Jinsol Lee , Ghassan AlRegib

Face recognition in images is an active area of interest among the computer vision researchers. However, recognizing human face in an unconstrained environment, is a relatively less-explored area of research. Multiple face recognition in…

Computer Vision and Pattern Recognition · Computer Science 2019-03-29 Shiv Ram Dubey , Snehasis Mukherjee

Wearable cameras allow to acquire images and videos from the user's perspective. These data can be processed to understand humans behavior. Despite human behavior analysis has been thoroughly investigated in third person vision, it is still…

Computer Vision and Pattern Recognition · Computer Science 2023-07-06 Francesco Ragusa , Antonino Furnari , Giovanni Maria Farinella