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Cross-domain generative models based on encoder-decoder AI architectures have attracted much attention in generating realistic images, where domain alignment is crucial for generation accuracy. Domain alignment methods usually deal directly…

计算机视觉与模式识别 · 计算机科学 2025-04-01 Wei Zeng , Xuebin Chang , Jianghao Su , Xiang Gu , Jian Sun , Zongben Xu

Large-scale video diffusion models achieve impressive visual quality, yet often fail to preserve geometric consistency. Prior approaches improve consistency either by augmenting the generator with additional modules or applying…

计算机视觉与模式识别 · 计算机科学 2026-03-30 Zhaochong An , Orest Kupyn , Théo Uscidda , Andrea Colaco , Karan Ahuja , Serge Belongie , Mar Gonzalez-Franco , Marta Tintore Gazulla

State-of-the-art diffusion models can generate highly realistic images based on various conditioning like text, segmentation, and depth. However, an essential aspect often overlooked is the specific camera geometry used during image…

计算机视觉与模式识别 · 计算机科学 2024-07-16 Andrey Voynov , Amir Hertz , Moab Arar , Shlomi Fruchter , Daniel Cohen-Or

Three-dimensional scene inpainting is crucial for applications from virtual reality to architectural visualization, yet existing methods struggle with view consistency and geometric accuracy in 360{\deg} unbounded scenes. We present…

计算机视觉与模式识别 · 计算机科学 2025-04-22 Chung-Ho Wu , Yang-Jung Chen , Ying-Huan Chen , Jie-Ying Lee , Bo-Hsu Ke , Chun-Wei Tuan Mu , Yi-Chuan Huang , Chin-Yang Lin , Min-Hung Chen , Yen-Yu Lin , Yu-Lun Liu

3D learning systems implicitly assume that objects occupy a coherent reference frame. Nonetheless, in practice, every asset arrives with an arbitrary global rotation, and models are left to resolve directional ambiguity on their own. This…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Li Jin , Yuchen Yang , Weikai Chen , Yujie Wang , Dehao Hao , Tanghui Jia , Yingda Yin , Zeyu Hu , Runze Zhang , Keyang Luo , Li Yuan , Long Quan , Xin Wang , Xueying Qin

Sparse RGBD scene completion is a challenging task especially when considering consistent textures and geometries throughout the entire scene. Different from existing solutions that rely on human-designed text prompts or predefined camera…

计算机视觉与模式识别 · 计算机科学 2024-08-05 Ming-Feng Li , Yueh-Feng Ku , Hong-Xuan Yen , Chi Liu , Yu-Lun Liu , Albert Y. C. Chen , Cheng-Hao Kuo , Min Sun

We propose a zero-shot method for generating images in arbitrary spaces (e.g., a sphere for 360{\deg} panoramas and a mesh surface for texture) using a pretrained image diffusion model. The zero-shot generation of various visual content…

计算机视觉与模式识别 · 计算机科学 2025-03-04 Kyeongmin Yeo , Jaihoon Kim , Minhyuk Sung

Autonomous driving requires an understanding of the static environment from sensor data. Learned Bird's-Eye View (BEV) encoders are commonly used to fuse multiple inputs, and a vector decoder predicts a vectorized map representation from…

计算机视觉与模式识别 · 计算机科学 2025-07-30 Thomas Monninger , Zihan Zhang , Zhipeng Mo , Md Zafar Anwar , Steffen Staab , Sihao Ding

Existing panoramic depth estimation methods based on convolutional neural networks (CNNs) focus on removing panoramic distortions, failing to perceive panoramic structures efficiently due to the fixed receptive field in CNNs. This paper…

计算机视觉与模式识别 · 计算机科学 2022-07-13 Zhijie Shen , Chunyu Lin , Kang Liao , Lang Nie , Zishuo Zheng , Yao Zhao

In this work, we introduce a generative approach for pose-free (without camera parameters) reconstruction of 360 scenes from a sparse set of 2D images. Pose-free scene reconstruction from incomplete, pose-free observations is usually…

计算机视觉与模式识别 · 计算机科学 2025-10-13 Soumava Paul , Prakhar Kaushik , Alan Yuille

3D Gaussian Splatting (3D-GS) has recently attracted great attention with real-time and photo-realistic renderings. This technique typically takes perspective images as input and optimizes a set of 3D elliptical Gaussians by splatting them…

计算机视觉与模式识别 · 计算机科学 2024-02-02 Jiayang Bai , Letian Huang , Jie Guo , Wen Gong , Yuanqi Li , Yanwen Guo

Affordance prediction serves as a critical bridge between perception and action in embodied AI. However, existing research is confined to pinhole camera models, which suffer from narrow Fields of View (FoV) and fragmented observations,…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Zixin Zhang , Chenfei Liao , Hongfei Zhang , Harold Haodong Chen , Kanghao Chen , Zichen Wen , Litao Guo , Bin Ren , Xu Zheng , Yinchuan Li , Xuming Hu , Nicu Sebe , Ying-Cong Chen

Panoramic Annular Lens (PAL) composed of few lenses has great potential in panoramic surrounding sensing tasks for mobile and wearable devices because of its tiny size and large Field of View (FoV). However, the image quality of tiny-volume…

图像与视频处理 · 电气工程与系统科学 2023-01-02 Qi Jiang , Hao Shi , Lei Sun , Shaohua Gao , Kailun Yang , Kaiwei Wang

Generating graphs with hierarchical structures remains a fundamental challenge due to the limitations of Euclidean geometry in capturing exponential complexity. Here we introduce \textbf{GGBall}, a novel hyperbolic framework for graph…

机器学习 · 计算机科学 2026-02-20 Tianci Bu , Chuanrui Wang , Hao Ma , Haoren Zheng , Xin Lu , Tailin Wu

Most camera lens systems are designed in isolation, separately from downstream computer vision methods. Recently, joint optimization approaches that design lenses alongside other components of the image acquisition and processing pipeline…

计算机视觉与模式识别 · 计算机科学 2023-03-29 Geoffroi Côté , Fahim Mannan , Simon Thibault , Jean-François Lalonde , Felix Heide

Depth estimation from a monocular 360 image is important to the perception of the entire 3D environment. However, the inherent distortion and large field of view (FoV) in 360 images pose great challenges for this task. To this end, existing…

计算机视觉与模式识别 · 计算机科学 2026-02-05 Zhijie Shen , Chunyu Lin , Lang Nie , Kang Liao , Weisi Lin , Yao Zhao

Unsupervised learning of object-centric representations in dynamic visual scenes is challenging. Unlike most previous approaches that learn to decompose 2D images, we present DynaVol, a 3D scene generative model that unifies geometric…

计算机视觉与模式识别 · 计算机科学 2024-01-29 Yanpeng Zhao , Siyu Gao , Yunbo Wang , Xiaokang Yang

Explorable 3D world generation from a single image or text prompt forms a cornerstone of spatial intelligence. Recent works utilize video model to achieve wide-scope and generalizable 3D world generation. However, existing approaches often…

计算机视觉与模式识别 · 计算机科学 2025-08-12 Zhongqi Yang , Wenhang Ge , Yuqi Li , Jiaqi Chen , Haoyuan Li , Mengyin An , Fei Kang , Hua Xue , Baixin Xu , Yuyang Yin , Eric Li , Yang Liu , Yikai Wang , Hao-Xiang Guo , Yahui Zhou

Precise geometric control in image generation is essential for engineering \& product design and creative industries to control 3D object features accurately in image space. Traditional 3D editing approaches are time-consuming and demand…

计算机视觉与模式识别 · 计算机科学 2025-10-28 Phillip Mueller , Talip Uenlue , Sebastian Schmidt , Marcel Kollovieh , Jiajie Fan , Stephan Guennemann , Lars Mikelsons

It has been shown that global scene understanding tasks like layout estimation can benefit from wider field of views, and specifically spherical panoramas. While much progress has been made recently, all previous approaches rely on…

计算机视觉与模式识别 · 计算机科学 2021-02-10 Nikolaos Zioulis , Federico Alvarez , Dimitrios Zarpalas , Petros Daras
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