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Accurate layout estimation is crucial for planning and navigation in robotics applications, such as self-driving. In this paper, we introduce the Stereo Bird's Eye ViewNetwork (SBEVNet), a novel supervised end-to-end framework for…

计算机视觉与模式识别 · 计算机科学 2021-10-19 Divam Gupta , Wei Pu , Trenton Tabor , Jeff Schneider

Bird's-eye-view (BEV) map layout estimation requires an accurate and full understanding of the semantics for the environmental elements around the ego car to make the results coherent and realistic. Due to the challenges posed by occlusion,…

计算机视觉与模式识别 · 计算机科学 2024-11-05 Yiwei Zhang , Jin Gao , Fudong Ge , Guan Luo , Bing Li , Zhaoxiang Zhang , Haibin Ling , Weiming Hu

In advanced paradigms of autonomous driving, learning Bird's Eye View (BEV) representation from surrounding views is crucial for multi-task framework. However, existing methods based on depth estimation or camera-driven attention are not…

计算机视觉与模式识别 · 计算机科学 2022-11-01 Hongxiang Jiang , Wenming Meng , Hongmei Zhu , Qian Zhang , Jihao Yin

The recent advances in camera-based bird's eye view (BEV) representation exhibit great potential for in-vehicle 3D perception. Despite the substantial progress achieved on standard benchmarks, the robustness of BEV algorithms has not been…

计算机视觉与模式识别 · 计算机科学 2023-04-14 Shaoyuan Xie , Lingdong Kong , Wenwei Zhang , Jiawei Ren , Liang Pan , Kai Chen , Ziwei Liu

3D object detection is an essential perception task in autonomous driving to understand the environments. The Bird's-Eye-View (BEV) representations have significantly improved the performance of 3D detectors with camera inputs on popular…

计算机视觉与模式识别 · 计算机科学 2023-09-19 Zijian Zhu , Yichi Zhang , Hai Chen , Yinpeng Dong , Shu Zhao , Wenbo Ding , Jiachen Zhong , Shibao Zheng

Image-text retrieval has developed rapidly in recent years. However, it is still a challenge in remote sensing due to visual-semantic imbalance, which leads to incorrect matching of non-semantic visual and textual features. To solve this…

计算机视觉与模式识别 · 计算机科学 2024-11-27 Qing Ma , Jiancheng Pan , Cong Bai

Camera-LiDAR fusion is widely used in autonomous driving to enable accurate 3D object detection. However, bird's-eye view (BEV) fusion detectors can degrade significantly under domain shift and sensor failures, limiting reliability in…

计算机视觉与模式识别 · 计算机科学 2026-03-09 Trung Tien Dong , Dev Thakkar , Arman Sargolzaei , Xiaomin Lin

A new distortion correction algorithm for fisheye lens with equidistant mapping function is considered in the present study. The algorithm is much more data lossless and accurate than such a classical approach like Brown-Conrady model

图像与视频处理 · 电气工程与系统科学 2020-10-21 Dmitry Pozdnyakov

Fisheye cameras are increasingly adopted in robotics for near-field manipulation, navigation, and immersive perception, yet indoor depth benchmarks with accurate ground truth are still missing. To address this, we introduce WideDepth - the…

计算机视觉与模式识别 · 计算机科学 2026-05-26 Ilia Indyk , Ignat Penshin , Ivan Sosin , Maxim Monastyrny , Aleksei Valenkov , Ilya Makarov

Fisheye lens, which is suitable for panoramic imaging, has the prominent advantage of a large field of view and low cost. However, the fisheye image has a severe geometric distortion which may interfere with the stage of image registration…

计算机视觉与模式识别 · 计算机科学 2023-07-25 Jing Hao , Jingming Xie , Jinyuan Zhang , Moyun Liu

3D scene reconstruction is a long-standing vision task. Existing approaches can be categorized into geometry-based and learning-based methods. The former leverages multi-view geometry but can face catastrophic failures due to the reliance…

计算机视觉与模式识别 · 计算机科学 2023-08-11 Guangkai Xu , Wei Yin , Hao Chen , Chunhua Shen , Kai Cheng , Feng Zhao

Keypoint detection and description is a commonly used building block in computer vision systems particularly for robotics and autonomous driving. However, the majority of techniques to date have focused on standard cameras with little…

计算机视觉与模式识别 · 计算机科学 2021-11-30 Anna Konrad , Ciarán Eising , Ganesh Sistu , John McDonald , Rudi Villing , Senthil Yogamani

Recent contrastive multimodal vision-language models like CLIP have demonstrated robust open-world semantic understanding, becoming the standard image backbones for vision-language applications. However, recent findings suggest high…

计算机视觉与模式识别 · 计算机科学 2025-03-25 Mayug Maniparambil , Raiymbek Akshulakov , Yasser Abdelaziz Dahou Djilali , Sanath Narayan , Ankit Singh , Noel E. O'Connor

To find the geolocation of a street-view image, cross-view geolocalization (CVGL) methods typically perform image retrieval on a database of georeferenced aerial images and determine the location from the visually most similar match. Recent…

计算机视觉与模式识别 · 计算机科学 2023-12-14 Florian Fervers , Sebastian Bullinger , Christoph Bodensteiner , Michael Arens , Rainer Stiefelhagen

Accurate, fast, and reliable 3D perception is essential for autonomous driving. Recently, bird's-eye view (BEV)-based perception approaches have emerged as superior alternatives to perspective-based solutions, offering enhanced spatial…

计算机视觉与模式识别 · 计算机科学 2026-04-10 Ozsel Kilinc , Cem Tarhan

A popular approach for constructing bird's-eye-view (BEV) representation in 3D detection is to lift 2D image features onto the viewing frustum space based on explicitly predicted depth distribution. However, depth distribution can only…

计算机视觉与模式识别 · 计算机科学 2024-01-12 Zaibin Zhang , Yuanhang Zhang , Lijun Wang , Yifan Wang , Huchuan Lu

Bird's-eye-view (BEV) grid is a typical representation of the perception of road components, e.g., drivable area, in autonomous driving. Most existing approaches rely on cameras only to perform segmentation in BEV space, which is…

计算机视觉与模式识别 · 计算机科学 2023-06-07 Shubhankar Borse , Senthil Yogamani , Marvin Klingner , Varun Ravi , Hong Cai , Abdulaziz Almuzairee , Fatih Porikli

Surround-view fisheye cameras are commonly used for near-field sensing in automated driving. Four fisheye cameras on four sides of the vehicle are sufficient to cover 360{\deg} around the vehicle capturing the entire near-field region. Some…

计算机视觉与模式识别 · 计算机科学 2023-01-06 Varun Ravi Kumar , Ciaran Eising , Christian Witt , Senthil Yogamani

Bird's-eye view (BEV) perception has garnered significant attention in autonomous driving in recent years, in part because BEV representation facilitates multi-modal sensor fusion. BEV representation enables a variety of perception tasks…

计算机视觉与模式识别 · 计算机科学 2025-03-28 Goodarz Mehr , Azim Eskandarian

With the advance of AI, road object detection has been a prominent topic in computer vision, mostly using perspective cameras. Fisheye lens provides omnidirectional wide coverage for using fewer cameras to monitor road intersections,…

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