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This paper presents our solution for the 2nd COVID-19 Competition, occurring in the framework of the AIMIA Workshop in the European Conference on Computer Vision (ECCV 2022). In our approach, we employ an effective 3D Contrastive Mixup…

图像与视频处理 · 电气工程与系统科学 2022-07-06 Junlin Hou , Jilan Xu , Rui Feng , Yuejie Zhang

This report presents our team's technical solution for participating in Track 3 of the 2024 ECCV ROAD++ Challenge. The task of Track 3 is atomic activity recognition, which aims to identify 64 types of atomic activities in road scenes based…

计算机视觉与模式识别 · 计算机科学 2024-10-31 Ruyang Li , Tengfei Zhang , Heng Zhang , Tiejun Liu , Yanwei Wang , Xuelei Li

The second edition of the "VIPriors: Visual Inductive Priors for Data-Efficient Deep Learning" challenges featured five data-impaired challenges, where models are trained from scratch on a reduced number of training samples for various key…

计算机视觉与模式识别 · 计算机科学 2022-01-24 Attila Lengyel , Robert-Jan Bruintjes , Marcos Baptista Rios , Osman Semih Kayhan , Davide Zambrano , Nergis Tomen , Jan van Gemert

Learning from the limited amount of labeled data to the pre-train model has always been viewed as a challenging task. In this report, an effective and robust solution, the two-stage training paradigm YOLOv8 detector (TP-YOLOv8), is designed…

计算机视觉与模式识别 · 计算机科学 2023-09-12 Zheng Wang , Dong Xie , Hanzhi Wang , Jiang Tian

In an autonomous driving system, it is essential to recognize vehicles, pedestrians and cyclists from images. Besides the high accuracy of the prediction, the requirement of real-time running brings new challenges for convolutional network…

计算机视觉与模式识别 · 计算机科学 2021-06-17 Yueming Zhang , Xiaolin Song , Bing Bai , Tengfei Xing , Chao Liu , Xin Gao , Zhihui Wang , Yawei Wen , Haojin Liao , Guoshan Zhang , Pengfei Xu

This is our 2nd-place solution for the ECCV 2022 Multiple People Tracking in Group Dance Challenge. Our method mainly includes two steps: online short-term tracking using our Cascaded Buffer-IoU (C-BIoU) Tracker, and, offline long-term…

计算机视觉与模式识别 · 计算机科学 2022-12-07 Fan Yang , Shigeyuki Odashima , Shoichi Masui , Shan Jiang

We describe our two-stage instance segmentation framework we use to compete in the challenge. The first stage of our framework consists of an object detector, which generates object proposals in the format of bounding boxes. Then, the…

计算机视觉与模式识别 · 计算机科学 2021-10-22 Yuming Du , Wen Guo , Yang Xiao , Vincent Lepetit

In this report, we present our object detection/instance segmentation system, MegDetV2, which works in a two-pass fashion, first to detect instances then to obtain segmentation. Our baseline detector is mainly built on a new designed RPN,…

计算机视觉与模式识别 · 计算机科学 2020-10-07 Zeming Li , Yuchen Ma , Yukang Chen , Xiangyu Zhang , Jian Sun

Copy-Paste has proven to be a very effective data augmentation for instance segmentation which can improve the generalization of the model. We used a task-specific Copy-Paste data augmentation method to achieve good performance on the…

计算机视觉与模式识别 · 计算机科学 2021-10-04 Jahongir Yunusov , Shohruh Rakhmatov , Abdulaziz Namozov , Abdulaziz Gaybulayev , Tae-Hyong Kim

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…

计算机视觉与模式识别 · 计算机科学 2022-06-27 Zhicheng Yang , Jui-Hsin Lai , Jun Zhou , Hang Zhou , Chen Du , Zhongcheng Lai

In this technical report, we present our solutions of Waymo Open Dataset (WOD) Challenge 2020 - 2D Object Track. We adopt FPN as our basic framework. Cascade RCNN, stacked PAFPN Neck and Double-Head are used for performance improvements. In…

计算机视觉与模式识别 · 计算机科学 2020-08-05 Zehao Huang , Zehui Chen , Qiaofei Li , Hongkai Zhang , Naiyan Wang

Object detection is a central downstream task used to test if pre-trained network parameters confer benefits, such as improved accuracy or training speed. The complexity of object detection methods can make this benchmarking non-trivial…

计算机视觉与模式识别 · 计算机科学 2021-11-23 Yanghao Li , Saining Xie , Xinlei Chen , Piotr Dollar , Kaiming He , Ross Girshick

We present our 1st place solution to the Group Dance Multiple People Tracking Challenge. Based on MOTR: End-to-End Multiple-Object Tracking with Transformer, we explore: 1) detect queries as anchors, 2) tracking as query denoising, 3) joint…

计算机视觉与模式识别 · 计算机科学 2022-10-28 Yuang Zhang , Tiancai Wang , Weiyao Lin , Xiangyu Zhang

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…

计算机视觉与模式识别 · 计算机科学 2023-05-19 Shuhei Yokoo , Peifei Zhu , Junki Ishikawa , Rintaro Hasegawa

This report describes a 2nd place solution of the detection challenge which is held within CVPR 2020 Retail-Vision workshop. Instead of going further considering previous results this work mainly aims to verify previously observed takeaways…

计算机视觉与模式识别 · 计算机科学 2020-06-16 Artem Kozlov

We present a simple method that achieves unexpectedly superior performance for Complex Reasoning involved Visual Question Answering. Our solution collects statistical features from high-frequency words of all the questions asked about an…

计算机视觉与模式识别 · 计算机科学 2019-08-20 Shijie Geng , Ji Zhang , Hang Zhang , Ahmed Elgammal , Dimitris N. Metaxas

Large-scale weakly supervised product retrieval is a practically useful yet computationally challenging problem. This paper introduces a novel solution for the eBay Visual Search Challenge (eProduct) held at the Ninth Workshop on…

计算机视觉与模式识别 · 计算机科学 2022-08-02 Xiao Han , Kam Woh Ng , Sauradip Nag , Zhiyu Qu

In this technical report, we present our approaches for the continual object detection track of the SODA10M challenge. We adapt ResNet50-FPN as the baseline and try several improvements for the final submission model. We find that…

计算机视觉与模式识别 · 计算机科学 2021-10-26 Manoj Acharya , Christopher Kanan

For the ECCV 2018 PoseTrack Challenge, we present a 3D human pose estimation system based mainly on the integral human pose regression method. We show a comprehensive ablation study to examine the key performance factors of the proposed…

计算机视觉与模式识别 · 计算机科学 2018-09-18 Xiao Sun , Chuankang Li , Stephen Lin

The Imagenet Large Scale Visual Recognition Challenge (ILSVRC) is the one of the most important big data challenges to date. We participated in the object detection track of ILSVRC 2014 and received the fourth place among the 38 teams. We…

计算机视觉与模式识别 · 计算机科学 2014-10-07 Cewu Lu , Hao Chen , Qifeng Chen , Hei Law , Yao Xiao , Chi-Keung Tang