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Connected and autonomous vehicles (CAVs) are promising due to their potential safety and efficiency benefits and have attracted massive investment and interest from government agencies, industry, and academia. With more computing and…

分布式、并行与集群计算 · 计算机科学 2021-08-03 Liangkai Liu , Shaoshan Liu , Weisong Shi

The budgeted model training challenge aims to train an efficient classification model under resource limitations. To tackle this task in ImageNet-100, we describe a simple yet effective resource-aware backbone search framework composed of…

计算机视觉与模式识别 · 计算机科学 2023-11-21 Youngjun Kwak , Seonghun Jeong , Yunseung Lee , Changick Kim

This paper outlines the winning solutions employed in addressing the MUAD uncertainty quantification challenge held at ICCV 2023. The challenge was centered around semantic segmentation in urban environments, with a particular focus on…

Computer vision (CV) techniques try to mimic human capabilities of visual perception to support labor-intensive and time-consuming tasks like the recognition and localization of critical objects. Nowadays, CV increasingly relies on…

计算机视觉与模式识别 · 计算机科学 2021-04-26 Patrick Zschech , Jannis Walk , Kai Heinrich , Michael Vössing , Niklas Kühl

This report summarizes the 4th International Verification of Neural Networks Competition (VNN-COMP 2023), held as a part of the 6th Workshop on Formal Methods for ML-Enabled Autonomous Systems (FoMLAS), that was collocated with the 35th…

机器学习 · 计算机科学 2023-12-29 Christopher Brix , Stanley Bak , Changliu Liu , Taylor T. Johnson

This research presents a novel application of computer vision (CV) and deep learning methods for real-time sea state recognition, aiming to contribute to improving the operational safety and energy efficiency of seagoing vessels, key…

计算机视觉与模式识别 · 计算机科学 2024-07-09 Aleksandar Vorkapic , Miran Pobar , Marina Ivasic-Kos

In this paper, we present the details of Women in Computer Vision Workshop - WiCV 2022, organized alongside the hybrid CVPR 2022 in New Orleans, Louisiana. It provides a voice to a minority (female) group in the computer vision community…

计算机视觉与模式识别 · 计算机科学 2022-08-25 Doris Antensteiner , Silvia Bucci , Arushi Goel , Marah Halawa , Niveditha Kalavakonda , Tejaswi Kasarla , Miaomiao Liu , Nermin Samet , Ivaxi Sheth

The fourth edition of the "VIPriors: Visual Inductive Priors for Data-Efficient Deep Learning" workshop features two data-impaired challenges. These challenges address the problem of training deep learning models for computer vision tasks…

计算机视觉与模式识别 · 计算机科学 2024-07-02 Robert-Jan Bruintjes , Attila Lengyel , Marcos Baptista Rios , Osman Semih Kayhan , Davide Zambrano , Nergis Tomen , Jan van Gemert

Despite remarkable progress in Vision-Language Navigation (VLN), existing benchmarks remain confined to fixed, small-scale datasets with naive physical simulation. These shortcomings limit the insight that the benchmarks provide into…

计算机视觉与模式识别 · 计算机科学 2025-12-23 Sihao Lin , Zerui Li , Xunyi Zhao , Gengze Zhou , Liuyi Wang , Rong Wei , Rui Tang , Juncheng Li , Hanqing Wang , Jiangmiao Pang , Anton van den Hengel , Jiajun Liu , Qi Wu

Research on Cognitive Personal Informatics (CPI) is steadily growing as new wearable cognitive tracking technologies emerge on the consumer market, claiming to measure stress, focus, and other cognitive factors. At the same time, with…

Modelling, simulation and optimization form an integrated part of modern design practice in engineering and industry. Tremendous progress has been observed for all three components over the last few decades. However, many challenging issues…

神经与进化计算 · 计算机科学 2014-04-04 Xin-She Yang , Slawomir Koziel , Leifur Leifsson

Pixel-level Video Understanding in the Wild Challenge (PVUW) focus on complex video understanding. In this CVPR 2024 workshop, we add two new tracks, Complex Video Object Segmentation Track based on MOSE dataset and Motion Expression guided…

This paper describes the results of formally evaluating the MCV (Markov concurrent vision) image labeling algorithm which is a (semi-) hierarchical algorithm commencing with a partition made up of single pixel regions and merging regions or…

计算机视觉与模式识别 · 计算机科学 2020-08-18 John Mashford , Brad Lane , Vic Ciesielski , Felix Lipkin

The powerful representation capacity of deep learning has made it inevitable for the underwater image enhancement community to employ its potential. The exploration of deep underwater image enhancement networks is increasing over time, and…

计算机视觉与模式识别 · 计算机科学 2019-07-19 Saeed Anwar , Chongyi Li

The competition focuses on Multiparty Multiobjective Optimization Problems (MPMOPs), where multiple decision makers have conflicting objectives, as seen in applications like UAV path planning. Despite their importance, MPMOPs remain…

人工智能 · 计算机科学 2024-02-06 Wenjian Luo , Peilan Xu , Shengxiang Yang , Yuhui Shi

We present the WoodScape fisheye semantic segmentation challenge for autonomous driving which was held as part of the CVPR 2021 Workshop on Omnidirectional Computer Vision (OmniCV). This challenge is one of the first opportunities for the…

计算机视觉与模式识别 · 计算机科学 2021-07-20 Saravanabalagi Ramachandran , Ganesh Sistu , John McDonald , Senthil Yogamani

Vision-language navigation requires agents to reason and act under constraints of embodiment. While vision-language models (VLMs) demonstrate strong generalization, current benchmarks provide limited understanding of how embodiment -- i.e.,…

机器人学 · 计算机科学 2025-12-23 Tin Stribor Sohn , Maximilian Dillitzer , Jason J. Corso , Eric Sax

Vision-Language Models (VLMs) have shown remarkable progress in Vision-Language Navigation (VLN), offering new possibilities for navigation decision-making that could benefit both robotic platforms and human users. However, real-world…

计算机视觉与模式识别 · 计算机科学 2026-02-23 Xia Su , Ruiqi Chen , Benlin Liu , Jingwei Ma , Zonglin Di , Ranjay Krishna , Jon Froehlich

In this paper, we present a high-performing solution to the UAVM 2025 Challenge, which focuses on matching narrow FOV street-level images to corresponding satellite imagery using the University-1652 dataset. As panoramic Cross-View…

计算机视觉与模式识别 · 计算机科学 2025-07-23 Xiaohan Zhang , Tavis Shore , Chen Chen , Oscar Mendez , Simon Hadfield , Safwan Wshah