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Text-guided diffusion models have greatly advanced image editing and generation. However, achieving physically consistent image retouching with precise parameter control (e.g., exposure, white balance, zoom) remains challenging. Existing…

计算机视觉与模式识别 · 计算机科学 2025-11-27 Qirui Yang , Yang Yang , Ying Zeng , Xiaobin Hu , Bo Li , Huanjing Yue , Jingyu Yang , Peng-Tao Jiang

World models based on video generation demonstrate remarkable potential for simulating interactive environments but face persistent difficulties in two key areas: maintaining long-term content consistency when scenes are revisited and…

计算机视觉与模式识别 · 计算机科学 2026-02-27 Tianxing Xu , Zixuan Wang , Guangyuan Wang , Li Hu , Zhongyi Zhang , Peng Zhang , Bang Zhang , Song-Hai Zhang

We propose PostCam, a framework for novel-view video generation that enables post-capture editing of camera trajectories in dynamic scenes. We find that existing video recapture methods suffer from suboptimal camera motion injection…

计算机视觉与模式识别 · 计算机科学 2025-11-24 Yipeng Chen , Zhichao Ye , Zhenzhou Fang , Xinyu Chen , Xiaoyu Zhang , Jialing Liu , Nan Wang , Haomin Liu , Guofeng Zhang

We introduce DiffPhysCam, a differentiable camera simulator designed to support robotics and embodied AI applications by enabling gradient-based optimization in visual perception pipelines. Generating synthetic images that closely mimic…

图形学 · 计算机科学 2025-08-13 Bo-Hsun Chen , Nevindu M. Batagoda , Dan Negrut

Camera control, which achieves diverse visual effects by changing camera position and pose, has attracted widespread attention. However, existing methods face challenges such as complex interaction and limited control capabilities. To…

计算机视觉与模式识别 · 计算机科学 2025-04-04 Xiaoda Yang , Jiayang Xu , Kaixuan Luan , Xinyu Zhan , Hongshun Qiu , Shijun Shi , Hao Li , Shuai Yang , Li Zhang , Checheng Yu , Cewu Lu , Lixin Yang

Modern text-to-video synthesis models demonstrate coherent, photorealistic generation of complex videos from a text description. However, most existing models lack fine-grained control over camera movement, which is critical for downstream…

For artistic applications, video generation requires fine-grained control over both performance and cinematography, i.e., the actor's motion and the camera trajectory. We present ActCam, a zero-shot method for video generation that jointly…

计算机视觉与模式识别 · 计算机科学 2026-05-08 Omar El Khalifi , Thomas Rossi , Oscar Fossey , Thibault Fouque , Ulysse Mizrahi , Philip Torr , Ivan Laptev , Fabio Pizzati , Baptiste Bellot-Gurlet

The synthesis of spatiotemporally coherent 4D content presents fundamental challenges in computer vision, requiring simultaneous modeling of high-fidelity spatial representations and physically plausible temporal dynamics. Current…

计算机视觉与模式识别 · 计算机科学 2025-12-01 Xiaoyan Liu , Kangrui Li , Yuehao Song , Jiaxin Liu

Recent video generative models have demonstrated impressive visual fidelity, yet they often struggle with semantic, geometric, and identity consistency. In this paper, we propose a system-level framework, termed the Divide-and-Conquer…

计算机视觉与模式识别 · 计算机科学 2026-02-17 Haoyu Zhao , Yuang Zhang , Junqi Cheng , Jiaxi Gu , Zenghui Lu , Peng Shu , Zuxuan Wu , Yu-Gang Jiang

Recently, the transfer application of diffusion models in super-resolu-tion tasks has faced the problem ofdecreased fidelity. Due to the inherent randomsampling characteristics ofdiffusion models, direct application in super-resolu-tion…

计算机视觉与模式识别 · 计算机科学 2025-07-17 Chao Yang , Yong Fan , Qichao Zhang , Cheng Lu , Zhijing Yang

We introduce FaceCam, a system that generates video under customizable camera trajectories for monocular human portrait video input. Recent camera control approaches based on large video-generation models have shown promising progress but…

计算机视觉与模式识别 · 计算机科学 2026-03-06 Weijie Lyu , Ming-Hsuan Yang , Zhixin Shu

Camera-controlled video-to-video (V2V) generation enables dynamic viewpoint synthesis from monocular footage, holding immense potential for interactive filmmaking and live broadcasting. However, existing implicit synthesis methods…

计算机视觉与模式识别 · 计算机科学 2026-05-08 Youcan Xu , Jiaxin Shi , Zhen Wang , Wensong Song , Feifei Shao , Chen Liang , Jun Xiao , Long Chen

Recent advances in camera-controlled video diffusion models have significantly improved video-camera alignment. However, the camera controllability still remains limited. In this work, we build upon Reward Feedback Learning and aim to…

计算机视觉与模式识别 · 计算机科学 2026-01-23 Wenhang Ge , Guibao Shen , Jiawei Feng , Luozhou Wang , Hao Lu , Xingye Tian , Xin Tao , Ying-Cong Chen

Video diffusion models have rich world priors, but their use in spatial tasks is limited by poor control, spatial-temporal inconsistent results, and entangled scene-camera dynamics. Current approaches, such as per-task fine-tuning or…

图形学 · 计算机科学 2026-03-24 Chenxi Song , Yanming Yang , Tong Zhao , Ruibo Li , Chi Zhang

Monocular camera calibration is a key precondition for numerous 3D vision applications. Despite considerable advancements, existing methods often hinge on specific assumptions and struggle to generalize across varied real-world scenarios,…

计算机视觉与模式识别 · 计算机科学 2024-05-27 Xiankang He , Guangkai Xu , Bo Zhang , Hao Chen , Ying Cui , Dongyan Guo

Convolutional neural network inference on video input is computationally expensive and requires high memory bandwidth. Recently, DeltaCNN managed to reduce the cost by only processing pixels with significant updates over the previous frame.…

计算机视觉与模式识别 · 计算机科学 2023-08-16 Mathias Parger , Chengcheng Tang , Thomas Neff , Christopher D. Twigg , Cem Keskin , Robert Wang , Markus Steinberger

Diffusion models have revolutionized image generation and editing, producing state-of-the-art results in conditioned and unconditioned image synthesis. While current techniques enable user control over the degree of change in an image edit,…

计算机视觉与模式识别 · 计算机科学 2024-03-01 Eran Levin , Ohad Fried

Images as an artistic medium often rely on specific camera angles and lens distortions to convey ideas or emotions; however, such precise control is missing in current text-to-image models. We propose an efficient and general solution that…

计算机视觉与模式识别 · 计算机科学 2025-01-23 Edurne Bernal-Berdun , Ana Serrano , Belen Masia , Matheus Gadelha , Yannick Hold-Geoffroy , Xin Sun , Diego Gutierrez

Predicting the dynamics of interacting objects is essential for both humans and intelligent systems. However, existing approaches are limited to simplified, toy settings and lack generalizability to complex, real-world environments. Recent…

计算机视觉与模式识别 · 计算机科学 2025-04-07 Rick Akkerman , Haiwen Feng , Michael J. Black , Dimitrios Tzionas , Victoria Fernández Abrevaya

This paper introduces CameraCtrl II, a framework that enables large-scale dynamic scene exploration through a camera-controlled video diffusion model. Previous camera-conditioned video generative models suffer from diminished video dynamics…

计算机视觉与模式识别 · 计算机科学 2025-03-14 Hao He , Ceyuan Yang , Shanchuan Lin , Yinghao Xu , Meng Wei , Liangke Gui , Qi Zhao , Gordon Wetzstein , Lu Jiang , Hongsheng Li