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Among steganalysis techniques, detection against motion vector (MV) domain-based video steganography in High Efficiency Video Coding (HEVC) standard remains a hot and challenging issue. For the purpose of improving the detection…

密码学与安全 · 计算机科学 2023-08-15 Jun Li , Minqing Zhang , Ke Niu , Yingnan Zhang , Xiaoyuan Yang

During the last four years, we have witnessed the success of end-to-end trainable models for image compression. Compared to decades of incremental work, these machine learning (ML) techniques learn all the components of the compression…

计算机视觉与模式识别 · 计算机科学 2022-10-18 Muhammet Balcilar , Bharath Bhushan Damodaran , Pierre Hellier

We present a novel method to estimate the motion matrix between overlapping pairs of 3D views in the context of indoor scenes. We use the Manhattan world assumption to introduce lightweight geometric constraints under the form of planes…

计算机视觉与模式识别 · 计算机科学 2020-01-22 Adrien Kaiser , José Alonso Ybanez Zepeda , Tamy Boubekeur

To manage the complexity of transformers in video compression, local attention mechanisms are a practical necessity. The common approach of partitioning frames into patches, however, creates architectural flaws like irregular receptive…

图像与视频处理 · 电气工程与系统科学 2025-10-07 Alexander Kopte , André Kaup

Planes are generally used in 3D reconstruction for depth sensors, such as RGB-D cameras and LiDARs. This paper focuses on the problem of estimating the optimal planes and sensor poses to minimize the point-to-plane distance. The resulting…

计算机视觉与模式识别 · 计算机科学 2022-11-22 Lipu Zhou

Intra prediction is a crucial component in traditional video coding frameworks, aiming to eliminate spatial redundancy within frames. In recent years, an increasing number of decoder-side adaptive mode derivation methods have been adopted…

图像与视频处理 · 电气工程与系统科学 2025-10-01 Jiaqi Zhang , Jiaye Fu , Chuanmin Jia , Siwei Ma , Karam Naser , Thierry Dumas , Saurabh Puri , Milos Radosavljevic

This paper shows that motion vectors representing the true motion of an object in a scene can be exploited to improve the encoding process of computer generated video sequences. Therefore, a set of sequences is presented for which the true…

图像与视频处理 · 电气工程与系统科学 2023-09-14 Christian Herglotz , David Müller , Andreas Weinlich , Frank Bauer , Michael Ortner , Marc Stamminger , André Kaup

Real-time computational speed and a high degree of precision are requirements for computer-assisted interventions. Applying a segmentation network to a medical video processing task can introduce significant inter-frame prediction noise.…

计算机视觉与模式识别 · 计算机科学 2024-03-06 Robert Mendel , Tobias Rueckert , Dirk Wilhelm , Daniel Rueckert , Christoph Palm

Motion transfer aims to transfer the motion of a driving video to a source image. When there are considerable differences between object in the driving video and that in the source image, traditional single domain motion transfer approaches…

计算机视觉与模式识别 · 计算机科学 2022-10-07 Borun Xu , Biao Wang , Jinhong Deng , Jiale Tao , Tiezheng Ge , Yuning Jiang , Wen Li , Lixin Duan

Using videos to analyze pitchers in baseball can play a vital role in strategizing and injury prevention. Computer vision-based pose analysis offers a time-efficient and cost-effective approach. However, the use of accessible broadcast…

计算机视觉与模式识别 · 计算机科学 2023-09-06 Jerrin Bright , Yuhao Chen , John Zelek

How to integrate human factors into the motion planning system is of great significance for improving the acceptance of intelligent vehicles. Decomposing motion into primitives and then accurately and smoothly joining the motion primitives…

机器人学 · 计算机科学 2019-07-05 Boyang Wang , Jianwei Gong , Wenli Liang , Huiyan Chen

Learning a robust video Variational Autoencoder (VAE) is essential for reducing video redundancy and facilitating efficient video generation. Directly applying image VAEs to individual frames in isolation can result in temporal…

计算机视觉与模式识别 · 计算机科学 2024-12-24 Yazhou Xing , Yang Fei , Yingqing He , Jingye Chen , Jiaxin Xie , Xiaowei Chi , Qifeng Chen

We introduce a video compression algorithm based on instance-adaptive learning. On each video sequence to be transmitted, we finetune a pretrained compression model. The optimal parameters are transmitted to the receiver along with the…

图像与视频处理 · 电气工程与系统科学 2023-06-26 Ties van Rozendaal , Johann Brehmer , Yunfan Zhang , Reza Pourreza , Auke Wiggers , Taco S. Cohen

Video stabilization is essential for improving visual quality of shaky videos. The current video stabilization methods usually take feature trajectories in the background to estimate one global transformation matrix or several…

计算机视觉与模式识别 · 计算机科学 2020-06-16 Minda Zhao , Qiang Ling

We propose Heterogeneous Masked Autoregression (HMA) for modeling action-video dynamics to generate high-quality data and evaluation in scaling robot learning. Building interactive video world models and policies for robotics is difficult…

机器人学 · 计算机科学 2025-02-07 Lirui Wang , Kevin Zhao , Chaoqi Liu , Xinlei Chen

For 20 years, the gold standard to evaluate the performance of video codecs is to calculate average differences between ratedistortion curves, also called the "Bj{\o}ntegaard Delta". With the help of this tool, the compression performance…

图像与视频处理 · 电气工程与系统科学 2024-10-28 Christian Herglotz , Matthias Kränzler , Ruben Mons , André Kaup

Motion correction aims to prevent motion artefacts which may be caused by respiration, heartbeat, or head movements for example. In a preliminary step, the measured data is divided in gates corresponding to motion states, and displacement…

最优化与控制 · 数学 2024-10-15 Claire Delplancke , Kris Thielemans , Matthias J. Ehrhardt

Video representation is an important and challenging task in the computer vision community. In this paper, we assume that image frames of a moving scene can be modeled as a Linear Dynamical System. We propose a sparse coding framework,…

计算机视觉与模式识别 · 计算机科学 2013-12-20 Xian Wei , Hao Shen , Martin Kleinsteuber

This work presents an analysis of Higher Order Singular Value Decomposition (HO-SVD) applied to lossy compression of 3D mesh animations. We describe strategies for choosing a number of preserved spatial and temporal components after tensor…

图形学 · 计算机科学 2013-10-07 Michał Romaszewski , Piotr Gawron , Sebastian Opozda

Video compression aims to reconstruct seamless frames by encoding the motion and residual information from existing frames. Previous neural video compression methods necessitate distinct codecs for three types of frames (I-frame, P-frame…

图像与视频处理 · 电气工程与系统科学 2024-06-04 Meiqin Liu , Chenming Xu , Yukai Gu , Chao Yao , Yao Zhao