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相关论文: 360 in the Wild: Dataset for Depth Prediction and …

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360{\deg} videos have emerged as a promising medium to represent our dynamic visual world. Compared to the "tunnel vision" of standard cameras, their borderless field of view offers a more complete perspective of our surroundings. While…

计算机视觉与模式识别 · 计算机科学 2026-04-24 Rundong Luo , Matthew Wallingford , Ali Farhadi , Noah Snavely , Wei-Chiu Ma

Recently, significant progress has been made in single-view depth estimation thanks to increasingly large and diverse depth datasets. However, these datasets are largely limited to specific application domains (e.g. indoor, autonomous…

计算机视觉与模式识别 · 计算机科学 2021-04-01 Yifan Wang , Linjie Luo , Xiaohui Shen , Xing Mei

This paper deals with the challenging task of synthesizing novel views for in-the-wild photographs. Existing methods have shown promising results leveraging monocular depth estimation and color inpainting with layered depth representations.…

计算机视觉与模式识别 · 计算机科学 2022-05-25 Yuxuan Han , Ruicheng Wang , Jiaolong Yang

We present a fully data-driven method to compute depth from diverse monocular video sequences that contain large amounts of non-rigid objects, e.g., people. In order to learn reconstruction cues for non-rigid scenes, we introduce a new…

计算机视觉与模式识别 · 计算机科学 2019-04-26 Chaoyang Wang , Simon Lucey , Federico Perazzi , Oliver Wang

360{\deg} images are widely available over the last few years. This paper proposes a new technique for single 360{\deg} image depth prediction under open environments. Depth prediction from a 360{\deg} single image is not easy for two…

计算机视觉与模式识别 · 计算机科学 2022-04-05 Yuya Hasegawa , Ikehata Satoshi , Kiyoharu Aizawa

360{\deg} images can provide an omnidirectional field of view which is important for stable and long-term scene perception. In this paper, we explore 360{\deg} images for visual object tracking and perceive new challenges caused by large…

计算机视觉与模式识别 · 计算机科学 2023-07-28 Huajian Huang , Yinzhe Xu , Yingshu Chen , Sai-Kit Yeung

Spherical cameras capture scenes in a holistic manner and have been used for room layout estimation. Recently, with the availability of appropriate datasets, there has also been progress in depth estimation from a single omnidirectional…

计算机视觉与模式识别 · 计算机科学 2022-06-24 Nikolaos Zioulis , Federico Alvarez , Dimitrios Zarpalas , Petros Daras

Recent advances in camera-controllable video generation have been constrained by the reliance on static-scene datasets with relative-scale camera annotations, such as RealEstate10K. While these datasets enable basic viewpoint control, they…

计算机视觉与模式识别 · 计算机科学 2025-04-14 Guangcong Zheng , Teng Li , Xianpan Zhou , Xi Li

The convergence of 3D geometric perception and video synthesis has created an unprecedented demand for large-scale video data that is rich in both semantic and spatio-temporal information. While existing datasets have advanced either 3D…

计算机视觉与模式识别 · 计算机科学 2026-04-28 Yunnan Wang , Kecheng Zheng , Jianyuan Wang , Minghao Chen , David Novotny , Christian Rupprecht , Yinghao Xu , Xing Zhu , Wenjun Zeng , Xin Jin , Yujun Shen

Human pose estimation from single images is a challenging problem in computer vision that requires large amounts of labeled training data to be solved accurately. Unfortunately, for many human activities (\eg outdoor sports) such training…

计算机视觉与模式识别 · 计算机科学 2020-12-01 Bastian Wandt , Marco Rudolph , Petrissa Zell , Helge Rhodin , Bodo Rosenhahn

Significant progress has been made in spatial intelligence, spanning both spatial reconstruction and world exploration. However, the scalability and real-world fidelity of current models remain severely constrained by the scarcity of…

计算机视觉与模式识别 · 计算机科学 2025-12-19 Jiahao Wang , Yufeng Yuan , Rujie Zheng , Youtian Lin , Jian Gao , Lin-Zhuo Chen , Yajie Bao , Yi Zhang , Chang Zeng , Yanxi Zhou , Xiao-Xiao Long , Hao Zhu , Zhaoxiang Zhang , Xun Cao , Yao Yao

For many fundamental scene understanding tasks, it is difficult or impossible to obtain per-pixel ground truth labels from real images. We address this challenge by introducing Hypersim, a photorealistic synthetic dataset for holistic…

计算机视觉与模式识别 · 计算机科学 2021-08-19 Mike Roberts , Jason Ramapuram , Anurag Ranjan , Atulit Kumar , Miguel Angel Bautista , Nathan Paczan , Russ Webb , Joshua M. Susskind

We introduce a data-driven approach for interactively synthesizing in-the-wild images from semantic label maps. Our approach is dramatically different from recent work in this space, in that we make use of no learning. Instead, our approach…

计算机视觉与模式识别 · 计算机科学 2019-06-12 Aayush Bansal , Yaser Sheikh , Deva Ramanan

Reliable depth estimation under real optical conditions remains a core challenge for camera vision in systems such as autonomous robotics and augmented reality. Despite recent progress in depth estimation and depth-of-field rendering,…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Nisarg K. Trivedi , Vinayak A. Belludi , Li-Yun Wang

Portable 360$^\circ$ cameras are becoming a cheap and efficient tool to establish large visual databases. By capturing omnidirectional views of a scene, these cameras could expedite building environment models that are essential for visual…

计算机视觉与模式识别 · 计算机科学 2024-06-03 Huajian Huang , Changkun Liu , Yipeng Zhu , Hui Cheng , Tristan Braud , Sai-Kit Yeung

6D object pose estimation is one of the fundamental problems in computer vision and robotics research. While a lot of recent efforts have been made on generalizing pose estimation to novel object instances within the same category, namely…

计算机视觉与模式识别 · 计算机科学 2022-07-01 Yang Fu , Xiaolong Wang

Video depth estimation has long been hindered by the scarcity of consistent and scalable ground truth data, leading to inconsistent and unreliable results. In this paper, we introduce Depth Any Video, a model that tackles the challenge…

计算机视觉与模式识别 · 计算机科学 2025-03-13 Honghui Yang , Di Huang , Wei Yin , Chunhua Shen , Haifeng Liu , Xiaofei He , Binbin Lin , Wanli Ouyang , Tong He

Most publicly available image quality databases have been created under highly controlled conditions by introducing graded simulated distortions onto high-quality photographs. However, images captured using typical real-world mobile camera…

计算机视觉与模式识别 · 计算机科学 2016-01-20 Deepti Ghadiyaram , Alan C. Bovik

While there are several widely used object detection datasets, current computer vision algorithms are still limited in conventional images. Such images narrow our vision in a restricted region. On the other hand, 360{\deg} images provide a…

计算机视觉与模式识别 · 计算机科学 2019-10-07 Shih-Han Chou , Cheng Sun , Wen-Yen Chang , Wan-Ting Hsu , Min Sun , Jianlong Fu

We propose NViST, a transformer-based model for efficient and generalizable novel-view synthesis from a single image for real-world scenes. In contrast to many methods that are trained on synthetic data, object-centred scenarios, or in a…

计算机视觉与模式识别 · 计算机科学 2024-04-02 Wonbong Jang , Lourdes Agapito