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The Visual Inductive Priors(VIPriors) for Data-Efficient Computer Vision challenges ask competitors to train models from scratch in a data-deficient setting. In this paper, we introduce the technical details of our submission to the…

Computer Vision and Pattern Recognition · Computer Science 2021-12-03 Bo Yan , Fengliang Qi , Leilei Cao , Hongbin Wang

This paper describes the approach we have taken in the challenge. We still adopted the two-stage scheme same as the last champion, that is, detection first and segmentation followed. We trained more powerful detector and segmentor…

Computer Vision and Pattern Recognition · Computer Science 2022-10-19 Jiajun Zhang , Boyu Chen , Zhilong Ji , Jinfeng Bai , Zonghai Hu

This paper presents our 3rd place solution in both Descriptor Track and Matching Track of the Meta AI Video Similarity Challenge (VSC2022), a competition aimed at detecting video copies. Our approach builds upon existing image copy…

Computer Vision and Pattern Recognition · Computer Science 2023-05-19 Shuhei Yokoo , Peifei Zhu , Junki Ishikawa , Rintaro Hasegawa

The Agriculture-Vision Challenge in CVPR is one of the most famous and competitive challenges for global researchers to break the boundary between computer vision and agriculture sectors, aiming at agricultural pattern recognition from…

Computer Vision and Pattern Recognition · Computer Science 2022-06-27 Zhicheng Yang , Jui-Hsin Lai , Jun Zhou , Hang Zhou , Chen Du , Zhongcheng Lai

This report presents the methods of the winning entry of the RxR-Habitat Competition in CVPR 2022. The competition addresses the problem of Vision-and-Language Navigation in Continuous Environments (VLN-CE), which requires an agent to…

Computer Vision and Pattern Recognition · Computer Science 2022-06-28 Dong An , Zun Wang , Yangguang Li , Yi Wang , Yicong Hong , Yan Huang , Liang Wang , Jing Shao

We propose a methodology to address the challenge of instance segmentation in autonomous systems, specifically targeting accessibility and inclusivity. Our approach utilizes a non-hierarchical Vision Transformer variant, EVA-02, combined…

Computer Vision and Pattern Recognition · Computer Science 2023-11-07 Amani Kiruga , Xi Peng

In this report, we descibe our approach to the ECCV 2020 VIPriors Object Detection Challenge which took place from March to July in 2020. We show that by using state-of-the-art data augmentation strategies, model designs, and…

Computer Vision and Pattern Recognition · Computer Science 2020-07-20 Yinzheng Gu , Yihan Pan , Shizhe Chen

This paper presents our solution to the AVA-Kinetics Crossover Challenge of ActivityNet workshop at CVPR 2021. Our solution utilizes multiple types of relation modeling methods for spatio-temporal action detection and adopts a training…

Computer Vision and Pattern Recognition · Computer Science 2021-06-17 Yutong Feng , Jianwen Jiang , Ziyuan Huang , Zhiwu Qing , Xiang Wang , Shiwei Zhang , Mingqian Tang , Yue Gao

The Visual Domain Adaptation (VisDA) 2021 Challenge calls for unsupervised domain adaptation (UDA) methods that can deal with both input distribution shift and label set variance between the source and target domains. In this report, we…

Computer Vision and Pattern Recognition · Computer Science 2025-02-28 Haojin Liao , Xiaolin Song , Sicheng Zhao , Shanghang Zhang , Xiangyu Yue , Xingxu Yao , Yueming Zhang , Tengfei Xing , Pengfei Xu , Qiang Wang

In this paper, we introduce a data-efficient instance segmentation method we used in the 2021 VIPriors Instance Segmentation Challenge. Our solution is a modified version of Swin Transformer, based on the mmdetection which is a powerful…

Computer Vision and Pattern Recognition · Computer Science 2022-11-08 Pengyu Chen , Wanhua Li

Visual place recognition (VPR) is an essential component of many autonomous and augmented/virtual reality systems. It enables the systems to robustly localize themselves in large-scale environments. Existing VPR methods demonstrate…

Computer Vision and Pattern Recognition · Computer Science 2025-02-13 Yuhang Ming , Minyang Xu , Xingrui Yang , Weicai Ye , Weihan Wang , Yong Peng , Weichen Dai , Wanzeng Kong

In this technical report, we briefly introduce our solution for the Zero/Few-shot Track of the Visual Anomaly and Novelty Detection (VAND) 2023 Challenge. For industrial visual inspection, building a single model that can be rapidly adapted…

Computer Vision and Pattern Recognition · Computer Science 2023-10-12 Xuhai Chen , Yue Han , Jiangning Zhang

In this paper, we present ViSTA, a framework for Virtual Scenario-based Testing of Autonomous Vehicles (AV), developed as part of the 2021 IEEE Autonomous Test Driving AI Test Challenge. Scenario-based virtual testing aims to construct…

Artificial Intelligence · Computer Science 2021-11-22 Andrea Piazzoni , Jim Cherian , Mohamed Azhar , Jing Yew Yap , James Lee Wei Shung , Roshan Vijay

In recent years there has been significant improvement in the capability of Visual Place Recognition (VPR) methods, building on the success of both hand-crafted and learnt visual features, temporal filtering and usage of semantic scene…

Computer Vision and Pattern Recognition · Computer Science 2019-05-01 Mubariz Zaffar , Ahmad Khaliq , Shoaib Ehsan , Michael Milford , Klaus McDonald-Maier

This is a very short technical report, which introduces the solution of the Team BUPT-CASIA for Short-video Face Parsing Track of The 3rd Person in Context (PIC) Workshop and Challenge at CVPR 2021. Face parsing has recently attracted…

Computer Vision and Pattern Recognition · Computer Science 2023-10-27 Lu Yang , Qing Song , Xueshi Xin , Wenhe Jia , Zhiwei Liu

Visual Place Recognition (VPR) has been a subject of significant research over the last 15 to 20 years. VPR is a fundamental task for autonomous navigation as it enables self-localization within an environment. Although robots are often…

Computer Vision and Pattern Recognition · Computer Science 2021-09-24 Rose Power , Mubariz Zaffar , Bruno Ferrarini , Michael Milford , Klaus McDonald-Maier , Shoaib Ehsan

AI-driven video analytics has become increasingly important across diverse domains. However, existing systems are often constrained to specific, predefined tasks, limiting their adaptability in open-ended analytical scenarios. The recent…

Computer Vision and Pattern Recognition · Computer Science 2025-11-03 Yuxuan Yan , Shiqi Jiang , Ting Cao , Yifan Yang , Qianqian Yang , Yuanchao Shu , Yuqing Yang , Lili Qiu

The Visual Domain Adaptation(VisDA) 2022 Challenge calls for an unsupervised domain adaptive model in semantic segmentation tasks for industrial waste sorting. In this paper, we introduce the SIA_Adapt method, which incorporates several…

Computer Vision and Pattern Recognition · Computer Science 2022-11-29 Daehan Kim , Minseok Seo , YoungJin Jeon , Dong-Geol Choi

Visual place recognition (VPR) is the problem of recognising a previously visited location using visual information. Many attempts to improve the performance of VPR methods have been made in the literature. One approach that has received…

Computer Vision and Pattern Recognition · Computer Science 2021-02-18 Maria Waheed , Michael Milford , Klaus D. McDonald-Maier , Shoaib Ehsan

Visual prompting (VP) is an emerging parameter-efficient fine-tuning approach to adapting pre-trained vision models to solve various downstream image-classification tasks. However, there has hitherto been little systematic study of the…

Computer Vision and Pattern Recognition · Computer Science 2024-03-12 Hsi-Ai Tsao , Lei Hsiung , Pin-Yu Chen , Sijia Liu , Tsung-Yi Ho
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