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Related papers: 3rd Place Solution to Meta AI Video Similarity Cha…

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With the development of multimedia technology, Video Copy Detection has been a crucial problem for social media platforms. Meta AI hold Video Similarity Challenge on CVPR 2023 to push the technology forward. In this report, we share our…

Computer Vision and Pattern Recognition · Computer Science 2023-05-26 Zhenhua Liu , Feipeng Ma , Tianyi Wang , Fengyun Rao

As a basic task of computer vision, image similarity retrieval is facing the challenge of large-scale data and image copy attacks. This paper presents our 3rd place solution to the matching track of Image Similarity Challenge (ISC) 2021…

Computer Vision and Pattern Recognition · Computer Science 2021-12-30 Xinlong Sun , Yangyang Qin , Xuyuan Xu , Guoping Gong , Yang Fang , Yexin Wang

With the development of multimedia technology, Video Copy Detection has been a crucial problem for social media platforms. Meta AI hold Video Similarity Challenge on CVPR 2023 to push the technology forward. In this paper, we share our…

Computer Vision and Pattern Recognition · Computer Science 2023-05-23 Tianyi Wang , Feipeng Ma , Zhenhua Liu , Fengyun Rao

Video Copy Detection (VCD) has been developed to identify instances of unauthorized or duplicated video content. This paper presents our second place solutions to the Meta AI Video Similarity Challenge (VSC22), CVPR 2023. In order to…

Computer Vision and Pattern Recognition · Computer Science 2023-05-15 Wenhao Wang , Yifan Sun , Yi Yang

This paper presents the 2nd place solution to the Facebook AI Image Similarity Challenge : Matching Track on DrivenData. The solution is based on self-supervised learning, and Vision Transformer(ViT). The main breaktrough comes from…

Computer Vision and Pattern Recognition · Computer Science 2021-11-18 SeungKee Jeon

This work introduces a dataset, benchmark, and challenge for the problem of video copy detection and localization. The problem comprises two distinct but related tasks: determining whether a query video shares content with a reference video…

Computer Vision and Pattern Recognition · Computer Science 2023-06-19 Ed Pizzi , Giorgos Kordopatis-Zilos , Hiral Patel , Gheorghe Postelnicu , Sugosh Nagavara Ravindra , Akshay Gupta , Symeon Papadopoulos , Giorgos Tolias , Matthijs Douze

Video Copy Detection (VCD) plays a crucial role in copyright protection and content verification by identifying duplicates and near-duplicates in large-scale video databases. The META AI Challenge on video copy detection provided a…

Computer Vision and Pattern Recognition · Computer Science 2025-01-22 Katarzyna Fojcik , Piotr Syga

Video object segmentation (VOS) has made significant progress with the rise of deep learning. However, there still exist some thorny problems, for example, similar objects are easily confused and tiny objects are difficult to be found. To…

Computer Vision and Pattern Recognition · Computer Science 2022-06-22 Wangwang Yang , Jinming Su , Yiting Duan , Tingyi Guo , Junfeng Luo

We present our solutions to the Google Landmark Challenges 2021, for both the retrieval and the recognition tracks. Both solutions are ensembles of transformers and ConvNet models based on Sub-center ArcFace with dynamic margins. Since the…

Computer Vision and Pattern Recognition · Computer Science 2021-10-12 Qishen Ha , Bo Liu , Hongwei Zhang

This technical report describes our 2nd-place solution for the ECCV 2022 YouTube-VIS Long Video Challenge. We adopt the previously proposed online video instance segmentation method IDOL for this challenge. In addition, we use pseudo labels…

Computer Vision and Pattern Recognition · Computer Science 2022-11-21 Junfeng Wu , Yi Jiang , Qihao Liu , Xiang Bai , Song Bai

Image copy detection is of great importance in real-life social media. In this paper, a data-driven and local-verification (D$^2$LV) approach is proposed to compete for Image Similarity Challenge: Matching Track at NeurIPS'21. In D$^2$LV,…

Computer Vision and Pattern Recognition · Computer Science 2021-12-07 Wenhao Wang , Yifan Sun , Weipu Zhang , Yi Yang

In this report, we present our first-place solution to the Multiple-choice Video Question Answering (QA) track of The Second Perception Test Challenge. This competition posed a complex video understanding task, requiring models to…

Computer Vision and Pattern Recognition · Computer Science 2024-09-23 Yingzhe Peng , Yixiao Yuan , Zitian Ao , Huapeng Zhou , Kangqi Wang , Qipeng Zhu , Xu Yang

In this paper, we show our solution to the Google Landmark Recognition 2021 Competition. Firstly, embeddings of images are extracted via various architectures (i.e. CNN-, Transformer- and hybrid-based), which are optimized by ArcFace loss.…

Computer Vision and Pattern Recognition · Computer Science 2021-10-08 Cheng Xu , Weimin Wang , Shuai Liu , Yong Wang , Yuxiang Tang , Tianling Bian , Yanyu Yan , Qi She , Cheng Yang

Many methods have been developed to help people find the video contents they want efficiently. However, there are still some unsolved problems in this area. For example, given a query video and a reference video, how to accurately localize…

Computer Vision and Pattern Recognition · Computer Science 2018-08-07 Yang Feng , Lin Ma , Wei Liu , Tong Zhang , Jiebo Luo

Given a collection of videos, how to detect content-based copies efficiently with high accuracy? Detecting copies in large video collections still remains one of the major challenges of multimedia retrieval. While many video copy detection…

Multimedia · Computer Science 2018-04-20 Jörg P. Bachmann , Benjamin Hauskeller

The goal of AVA challenge is to provide vision-based benchmarks and methods relevant to accessibility. In this paper, we introduce the technical details of our submission to the CVPR2022 AVA Challenge. Firstly, we conducted some experiments…

Computer Vision and Pattern Recognition · Computer Science 2022-06-29 Bo Yan , Leilei Cao , Zhuang Li , 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

Copy detection, which is a task to determine whether an image is a modified copy of any image in a database, is an unsolved problem. Thus, we addressed copy detection by training convolutional neural networks (CNNs) with contrastive…

Computer Vision and Pattern Recognition · Computer Science 2021-12-09 Shuhei Yokoo

How can we effectively engineer a computer vision system that is able to interpret videos from unconstrained mobility platforms like UAVs? One promising option is to make use of image restoration and enhancement algorithms from the area of…

Computer Vision and Pattern Recognition · Computer Science 2020-11-23 Sreya Banerjee , Rosaura G. VidalMata , Zhangyang Wang , Walter J. Scheirer

The expanse of information available over the internet makes it difficult to identify whether a specific work is a replica or a duplication of a protected work, especially if we talk about visual representations. Strategies are planned to…

Computer Vision and Pattern Recognition · Computer Science 2024-07-16 Ashutosh , Rahul Jashvantbhai Pandya
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