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This technical report presents our team's solution for the WeatherProof Dataset Challenge: Semantic Segmentation in Adverse Weather at CVPR'24 UG2+. We propose a two-stage deep learning framework for this task. In the first stage, we…

Computer Vision and Pattern Recognition · Computer Science 2024-07-12 Jianzhao Wang , Yanyan Wei , Dehua Hu , Yilin Zhang , Shengeng Tang , Kun Li , Zhao Zhang

This paper addresses the challenge of 3D human pose estimation from a single color image. Despite the general success of the end-to-end learning paradigm, top performing approaches employ a two-step solution consisting of a Convolutional…

Computer Vision and Pattern Recognition · Computer Science 2017-07-27 Georgios Pavlakos , Xiaowei Zhou , Konstantinos G. Derpanis , Kostas Daniilidis

Single-image-to-3D models typically follow a sequential generation and reconstruction workflow. However, intermediate multi-view images synthesized by pre-trained generation models often lack cross-view consistency (CVC), significantly…

Computer Vision and Pattern Recognition · Computer Science 2025-11-26 Xinyue Liang , Zhiyuan Ma , Lingchen Sun , Yanjun Guo , Lei Zhang

Semi-supervised Video Object Segmentation aims to segment a specified target throughout a video sequence, initialized by a first-frame mask. Previous methods rely heavily on appearance-based pattern matching and thus exhibit limited…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Zhixiong Zhang , Shuangrui Ding , Xiaoyi Dong , Yuhang Zang , Yuhang Cao , Jiaqi Wang

This paper reviews the first challenge on high-dynamic range (HDR) imaging that was part of the New Trends in Image Restoration and Enhancement (NTIRE) workshop, held in conjunction with CVPR 2021. This manuscript focuses on the newly…

Computer Vision and Pattern Recognition · Computer Science 2021-06-04 Eduardo Pérez-Pellitero , Sibi Catley-Chandar , Aleš Leonardis , Radu Timofte

This report presents our team's 'PCIE_EgoHandPose' solution for the EgoExo4D Hand Pose Challenge at CVPR2024. The main goal of the challenge is to accurately estimate hand poses, which involve 21 3D joints, using an RGB egocentric video…

Computer Vision and Pattern Recognition · Computer Science 2024-06-19 Feng Chen , Ling Ding , Kanokphan Lertniphonphan , Jian Li , Kaer Huang , Zhepeng Wang

We seek to predict the 6 degree-of-freedom (6DoF) pose of a query photograph with respect to a large indoor 3D map. The contributions of this work are three-fold. First, we develop a new large-scale visual localization method targeted for…

Computer Vision and Pattern Recognition · Computer Science 2018-04-10 Hajime Taira , Masatoshi Okutomi , Torsten Sattler , Mircea Cimpoi , Marc Pollefeys , Josef Sivic , Tomas Pajdla , Akihiko Torii

Continual Learning, also known as Lifelong or Incremental Learning, has recently gained renewed interest among the Artificial Intelligence research community. Recent research efforts have quickly led to the design of novel algorithms able…

Computer Vision and Pattern Recognition · Computer Science 2022-12-15 Lorenzo Pellegrini , Chenchen Zhu , Fanyi Xiao , Zhicheng Yan , Antonio Carta , Matthias De Lange , Vincenzo Lomonaco , Roshan Sumbaly , Pau Rodriguez , David Vazquez

We present a new convex method to estimate 3D pose from mixed combinations of 2D-3D point and line correspondences, the Perspective-n-Points-and-Lines problem (PnPL). We merge the contributions of each point and line into a unified…

Computer Vision and Pattern Recognition · Computer Science 2019-08-12 Sérgio Agostinho , João Gomes , Alessio Del Bue

Autonomous driving has a significant impact on society. Predicting vehicle trajectories, specifically, angle and speed, is important for safe and comfortable driving. This work focuses on fusing inputs from camera sensors and visual map…

Computer Vision and Pattern Recognition · Computer Science 2019-10-24 Michael Diodato , Yu Li , Manik Goyal , Iddo Drori

In this paper, we introduce the Multi-Modal Video Reasoning and Analyzing Competition (MMVRAC) workshop in conjunction with ICCV 2021. This competition is composed of four different tracks, namely, video question answering, skeleton-based…

Computer Vision and Pattern Recognition · Computer Science 2021-08-20 Haoran Peng , He Huang , Li Xu , Tianjiao Li , Jun Liu , Hossein Rahmani , Qiuhong Ke , Zhicheng Guo , Cong Wu , Rongchang Li , Mang Ye , Jiahao Wang , Jiaxu Zhang , Yuanzhong Liu , Tao He , Fuwei Zhang , Xianbin Liu , Tao Lin

Generic Event Boundary Detection (GEBD) is a newly introduced task that aims to detect "general" event boundaries that correspond to natural human perception. In this paper, we introduce a novel contrastive learning based approach to deal…

Computer Vision and Pattern Recognition · Computer Science 2021-06-23 Hyolim Kang , Jinwoo Kim , Kyungmin Kim , Taehyun Kim , Seon Joo Kim

The 1$^{\text{st}}$ Workshop on Maritime Computer Vision (MaCVi) 2023 focused on maritime computer vision for Unmanned Aerial Vehicles (UAV) and Unmanned Surface Vehicle (USV), and organized several subchallenges in this domain: (i)…

Referring video object segmentation (RVOS) is a challenging task that requires the model to segment the object in a video given the language description. MeViS is a recently proposed dataset that contains motion expressions of the target…

Computer Vision and Pattern Recognition · Computer Science 2025-04-02 Haobo Yuan , Tao Zhang , Xiangtai Li , Lu Qi , Zilong Huang , Shilin Xu , Jiashi Feng , Ming-Hsuan Yang

This technical report presents our solution, "occTransformer" for the 3D occupancy prediction track in the autonomous driving challenge at CVPR 2023. Our method builds upon the strong baseline BEVFormer and improves its performance through…

Computer Vision and Pattern Recognition · Computer Science 2024-02-29 Jian Liu , Sipeng Zhang , Chuixin Kong , Wenyuan Zhang , Yuhang Wu , Yikang Ding , Borun Xu , Ruibo Ming , Donglai Wei , Xianming Liu

In recent years, we have witnessed a surge of interest in multi-view representation learning, which is concerned with the problem of learning representations of multi-view data. When facing multiple views that are highly related but sightly…

Machine Learning · Computer Science 2020-06-20 Xiangzhu Meng , Lin Feng , Huibing Wang

In this technical report, we briefly introduce the solution of our team "TAL-ai" for (Semi-) supervised Face detection in the low light condition in UG2+ Challenge in CVPR 2021. By conducting several experiments with popular image…

Computer Vision and Pattern Recognition · Computer Science 2021-07-05 Pengcheng Wang , Lingqiao Ji , Zhilong Ji , Yuan Gao , Xiao Liu

3D Visual Grounding (3DVG) aims to localize objects in 3D scenes using natural language descriptions. Although supervised methods achieve higher accuracy in constrained settings, zero-shot 3DVG holds greater promise for real-world…

Computer Vision and Pattern Recognition · Computer Science 2025-08-29 Jiawen Lin , Shiran Bian , Yihang Zhu , Wenbin Tan , Yachao Zhang , Yuan Xie , Yanyun Qu

Self-supervised representation learning is a fundamental problem in computer vision with many useful applications (e.g., image search, instance level recognition, copy detection). In this paper we present a new contrastive self-supervised…

Computer Vision and Pattern Recognition · Computer Science 2021-11-16 David Wu , Yunnan Wu