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相关论文: StyleMesh: Style Transfer for Indoor 3D Scene Reco…

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In this work, we focus on zero-shot 3D style transfer that can generate multi-view consistent stylized views of the 3D scene given an arbitrary style image. We primarily tackle the issue of data scarcity in 3D style transfer, which arises…

计算机视觉与模式识别 · 计算机科学 2026-05-29 Xin Dong , Yunzhi Teng , Wenfeng Deng , Yansong Tang

Image style transfer is a challenging task in computational vision. Existing algorithms transfer the color and texture of style images by controlling the neural network's feature layers. However, they fail to control the strength of…

计算机视觉与模式识别 · 计算机科学 2023-10-25 Junjie Kang , Jinsong Wu , Shiqi Jiang

We present a differentiable volume rendering solution that provides differentiability of all continuous parameters of the volume rendering process. This differentiable renderer is used to steer the parameters towards a setting with an…

图形学 · 计算机科学 2022-07-26 Sebastian Weiss , Rüdiger Westermann

Recent research has investigated the shape and texture biases of deep neural networks (DNNs) in image classification which influence their generalization capabilities and robustness. It has been shown that, in comparison to regular DNN…

计算机视觉与模式识别 · 计算机科学 2026-02-06 Ben Hamscher , Edgar Heinert , Annika Mütze , Kira Maag , Matthias Rottmann

An assumption widely used in recent neural style transfer methods is that image styles can be described by global statics of deep features like Gram or covariance matrices. Alternative approaches have represented styles by decomposing them…

计算机视觉与模式识别 · 计算机科学 2020-01-08 Yulun Zhang , Chen Fang , Yilin Wang , Zhaowen Wang , Zhe Lin , Yun Fu , Jimei Yang

Photorealistic style transfer aims to transfer the artistic style of an image onto an input image or video while keeping photorealism. In this paper, we think it's the summary statistics matching scheme in existing algorithms that leads to…

计算机视觉与模式识别 · 计算机科学 2022-12-22 Xiaowen Qiu , Ruize Xu , Boan He , Yingtao Zhang , Wenqiang Zhang , Weifeng Ge

Recent years have seen the development of mature solutions for reconstructing deformable surfaces from a single image, provided that they are relatively well-textured. By contrast, recovering the 3D shape of texture-less surfaces remains an…

计算机视觉与模式识别 · 计算机科学 2018-07-30 Jan Bednařík , Pascal Fua , Mathieu Salzmann

Style transfer of 3D faces has gained more and more attention. However, previous methods mainly use images of artistic faces for style transfer while ignoring arbitrary style images such as abstract paintings. To solve this problem, we…

计算机视觉与模式识别 · 计算机科学 2023-03-15 Xiangwen Deng , Yingshuang Zou , Yuanhao Cai , Chendong Zhao , Yang Liu , Zhifang Liu , Yuxiao Liu , Jiawei Zhou , Haoqian Wang

Recent advances in 3D scene reconstruction enable real-time viewing in virtual and augmented reality. To support interactive operations for better immersiveness, such as moving or editing objects, 3D scene inpainting methods are proposed to…

计算机视觉与模式识别 · 计算机科学 2025-06-13 Junqi You , Chieh Hubert Lin , Weijie Lyu , Zhengbo Zhang , Ming-Hsuan Yang

Recent advances in style and appearance transfer are impressive, but most methods isolate global style and local appearance transfer, neglecting semantic correspondence. Additionally, image and video tasks are typically handled in…

计算机视觉与模式识别 · 计算机科学 2025-03-31 Huiang He , Minghui Hu , Chuanxia Zheng , Chaoyue Wang , Tat-Jen Cham

With the recent advances in hardware and rendering techniques, 3D models have emerged everywhere in our life. Yet creating 3D shapes is arduous and requires significant professional knowledge. Meanwhile, Deep learning has enabled…

计算机视觉与模式识别 · 计算机科学 2023-03-07 Zhiqin Chen

In this paper we propose a new method to get the specified network parameters through one time feed-forward propagation of the meta networks and explore the application to neural style transfer. Recent works on style transfer typically need…

计算机视觉与模式识别 · 计算机科学 2017-09-14 Falong Shen , Shuicheng Yan , Gang Zeng

The 3D reconstruction of simultaneous localization and mapping (SLAM) is an important topic in the field for transport systems such as drones, service robots and mobile AR/VR devices. Compared to a point cloud representation, the 3D…

机器人学 · 计算机科学 2023-09-12 Quentin Picard , Stephane Chevobbe , Mehdi Darouich , Jean-Yves Didier

Multimodal and multi-domain stylization are two important problems in the field of image style transfer. Currently, there are few methods that can perform both multimodal and multi-domain stylization simultaneously. In this paper, we…

计算机视觉与模式识别 · 计算机科学 2020-06-03 Minxuan Lin , Fan Tang , Weiming Dong , Xiao Li , Chongyang Ma , Changsheng Xu

In volume visualization, visualization synthesis has attracted much attention due to its ability to generate novel visualizations without following the conventional rendering pipeline. However, existing solutions based on generative…

图形学 · 计算机科学 2024-08-02 Kaiyuan Tang , Chaoli Wang

Arbitrary style transfer aims to synthesize a content image with the style of an image to create a third image that has never been seen before. Recent arbitrary style transfer algorithms find it challenging to balance the content structure…

计算机视觉与模式识别 · 计算机科学 2019-05-24 Dae Young Park , Kwang Hee Lee

Reconstructing dense, volumetric models of real-world 3D scenes is important for many tasks, but capturing large scenes can take significant time, and the risk of transient changes to the scene goes up as the capture time increases. These…

计算机视觉与模式识别 · 计算机科学 2019-07-03 Stuart Golodetz , Tommaso Cavallari , Nicholas A Lord , Victor A Prisacariu , David W Murray , Philip H S Torr

In recent years, arbitrary image style transfer has attracted more and more attention. Given a pair of content and style images, a stylized one is hoped that retains the content from the former while catching style patterns from the latter.…

计算机视觉与模式识别 · 计算机科学 2023-01-03 Chiyu Zhang , Jun Yang , Zaiyan Dai , Peng Cao

In volume rendering, transfer functions are used to classify structures of interest, and to assign optical properties such as color and opacity. They are commonly defined as 1D or 2D functions that map simple features to these optical…

计算机视觉与模式识别 · 计算机科学 2024-05-15 Dominik Engel , Leon Sick , Timo Ropinski

3D style transfer refers to the artistic stylization of 3D assets based on reference style images. Recently, 3DGS-based stylization methods have drawn considerable attention, primarily due to their markedly enhanced training and rendering…

计算机视觉与模式识别 · 计算机科学 2026-02-03 Yian Zhao , Rushi Ye , Ruochong Zheng , Zesen Cheng , Chaoran Feng , Jiashu Yang , Pengchong Qiao , Chang Liu , Jie Chen