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Image representations are a critical building block of computer vision applications. This paper presents the 2nd place solution to the Google Universal Image Embedding Competition, which is part of the ECCV2022 instance-level recognition…

计算机视觉与模式识别 · 计算机科学 2022-10-20 Xiaolong Huang , Qiankun Li

Image copy detection is of great importance in real-life social media. In this paper, a bag of tricks and a strong baseline are proposed for image copy detection. Unsupervised pre-training substitutes the commonly-used supervised one.…

计算机视觉与模式识别 · 计算机科学 2021-12-07 Wenhao Wang , Weipu Zhang , Yifan Sun , Yi Yang

In order to deal with the task of video panoptic segmentation in the wild, we propose a robust integrated video panoptic segmentation solution. In our solution, we regard the video panoptic segmentation task as a segmentation target…

计算机视觉与模式识别 · 计算机科学 2023-06-13 Jinming Su , Wangwang Yang , Junfeng Luo , Xiaolin Wei

Video-text retrieval has many real-world applications such as media analytics, surveillance, and robotics. This paper presents the 1st place solution to the video retrieval track of the ICCV VALUE Challenge 2021. We present a simple yet…

计算机视觉与模式识别 · 计算机科学 2021-10-13 Aiden Seungjoon Lee , Hanseok Oh , Minjoon Seo

This paper introduces our solution for the Track2 in AI City Challenge 2021 (AICITY21). The Track2 is a vehicle re-identification (ReID) task with both the real-world data and synthetic data. We mainly focus on four points, i.e. training…

计算机视觉与模式识别 · 计算机科学 2021-05-21 Hao Luo , Weihua Chen , Xianzhe Xu , Jianyang Gu , Yuqi Zhang , Chong Liu , Yiqi Jiang , Shuting He , Fan Wang , Hao Li

Video action detection (spatio-temporal action localization) is usually the starting point for human-centric intelligent analysis of videos nowadays. It has high practical impacts for many applications across robotics, security, healthcare,…

计算机视觉与模式识别 · 计算机科学 2022-11-01 Xin Hu , Zhenyu Wu , Hao-Yu Miao , Siqi Fan , Taiyu Long , Zhenyu Hu , Pengcheng Pi , Yi Wu , Zhou Ren , Zhangyang Wang , Gang Hua

This paper introduces our solution for Track 2 in AI City Challenge 2024. The task aims to solve traffic safety description and analysis with the dataset of Woven Traffic Safety (WTS), a real-world Pedestrian-Centric Traffic Video Dataset…

计算机视觉与模式识别 · 计算机科学 2024-04-15 Maged Shoman , Dongdong Wang , Armstrong Aboah , Mohamed Abdel-Aty

In this paper, we describe the solution to the QQ Browser 2021 Ai Algorithm Competition (AIAC) Track 1. We use the multi-modal transformer model for the video embedding extraction. In the pretrain phase, we train the model with three tasks,…

计算机视觉与模式识别 · 计算机科学 2021-11-03 Zhuoran Ma , Majing Lou , Xuan Ouyang

Recent approaches for high accuracy detection and tracking of object categories in video consist of complex multistage solutions that become more cumbersome each year. In this paper we propose a ConvNet architecture that jointly performs…

计算机视觉与模式识别 · 计算机科学 2018-03-08 Christoph Feichtenhofer , Axel Pinz , Andrew Zisserman

The cost-effective visual representation and fast query-by-example search are two challenging goals that should be maintained for web-scale visual retrieval tasks on moderate hardware. This paper introduces a fast and robust method that…

计算机视觉与模式识别 · 计算机科学 2020-12-15 Savas Ozkan , Gozde Bozdagi Akar

For the past three years, Kaggle has been hosting the Image Matching Challenge, which focuses on solving a 3D image reconstruction problem using a collection of 2D images. Each year, this competition fosters the development of innovative…

计算机视觉与模式识别 · 计算机科学 2024-07-04 Shyam Gupta , Dhanisha Sharma , Songling Huang

In this report, we introduce a video hashing method for scalable video segment copy detection. The objective of video segment copy detection is to find the video (s) present in a large database, one of whose segments (cropped in time) is a…

机器学习 · 计算机科学 2019-11-22 Arjun Krishna , A S Akil Arif Ibrahim

This report presents our winning solution to the 5th PVUW MeViS-Text Challenge. The track studies referring video object segmentation under motion-centric language expressions, where the model must jointly understand appearance, temporal…

计算机视觉与模式识别 · 计算机科学 2026-04-02 Xusheng He , Canyang Wu , Jinrong Zhang , Weili Guan , Jianlong Wu , Liqiang Nie

Referring Video Object Segmentation is an emerging multi-modal task that aims to segment objects in the video given a natural language expression. In this work, we build two instance-centric models and fuse predicted results from…

计算机视觉与模式识别 · 计算机科学 2024-08-21 Bin Cao , Yisi Zhang , Hanyi Wang , Xingjian He , Jing Liu

This paper presents the learned techniques during the Video Analysis Module of the Master in Computer Vision from the Universitat Aut\`onoma de Barcelona, used to solve the third track of the AI-City Challenge. This challenge aims to track…

计算机视觉与模式识别 · 计算机科学 2021-05-12 Pol Albacar , Òscar Lorente , Eduard Mainou , Ian Riera

In this paper, we present our solution, which placed 5th in the kaggle Google Universal Image Embedding Competition in 2022. We use the ViT-H visual encoder of CLIP from the openclip repository as a backbone and train a head model composed…

计算机视觉与模式识别 · 计算机科学 2022-10-19 Noriaki Ota , Shingo Yokoi , Shinsuke Yamaoka

OOD-CV challenge is an out-of-distribution generalization task. To solve this problem in object detection track, we propose a simple yet effective Generalize-then-Adapt (G&A) framework, which is composed of a two-stage domain generalization…

计算机视觉与模式识别 · 计算机科学 2023-01-13 Wei Zhao , Binbin Chen , Weijie Chen , Shicai Yang , Di Xie , Shiliang Pu , Yueting Zhuang

In vision-enabled autonomous systems such as robots and autonomous cars, video object detection plays a crucial role, and both its speed and accuracy are important factors to provide reliable operation. The key insight we show in this paper…

计算机视觉与模式识别 · 计算机科学 2019-02-11 Ting-Wu Chin , Ruizhou Ding , Diana Marculescu

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…

计算机视觉与模式识别 · 计算机科学 2022-11-29 Daehan Kim , Minseok Seo , YoungJin Jeon , Dong-Geol Choi

In the Complex Video Object Segmentation task, researchers are required to track and segment specific targets within cluttered environments, which rigorously tests a method's capability for target comprehension and environmental…

计算机视觉与模式识别 · 计算机科学 2026-04-02 Jinrong Zhang , Canyang Wu , Xusheng He , Weili Guan , Jianlong Wu , Liqiang Nie