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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…

Cryptography and Security · Computer Science 2023-08-15 Jun Li , Minqing Zhang , Ke Niu , Yingnan Zhang , Xiaoyuan Yang

Steganography schemes are designed with the objective of minimizing a defined distortion function. In most existing state of the art approaches, this distortion function is based on image feature preservation. Since smooth regions or clean…

Multimedia · Computer Science 2016-11-28 Jean-François Couchot , Raphaël Couturier , Yousra Ahmed Fadil , Christophe Guyeux

The local optimality of motion vectors (MVs) is an intrinsic property in video coding, and any modifications to the MVs will inevitably destroy this optimality, making it a sensitive indicator of steganography in the MV domain. Thus the…

Computer Vision and Pattern Recognition · Computer Science 2021-12-23 Liming Zhai , Lina Wang , Yanzhen Ren , Yang Liu

Video steganography has the potential to be used to convey illegal information, and video steganalysis is a vital tool to detect the presence of this illicit act. Currently, all the motion vector (MV)-based video steganalysis algorithms…

Multimedia · Computer Science 2023-10-12 Jun Li , Minqing Zhang , Ke Niu , Yingnan Zhang , Xiaoyuan Yang

Recently, with the introduction of JPEG phase-aware steganalysis features, e.g., GFR, the design of JPEG steganographic distortion cost function turns to maintain not only the statistical undetectability in DCT domain but also in spatial…

Multimedia · Computer Science 2021-06-11 Wenkang Su , Jiangqun Ni , Xianglei Hu , Jiwu Huang

Although significant progress in automatic learning of steganographic cost has been achieved recently, existing methods designed for spatial images are not well applicable to JPEG images which are more common media in daily life. The…

Cryptography and Security · Computer Science 2021-05-11 Weixuan Tang , Bin Li , Mauro Barni , Jin Li , Jiwu Huang

This paper presents two novel approaches to increase performance bounds of image steganography under the criteria of minimizing distortion. First, in order to efficiently use the images' capacities, we propose using parallel images in the…

Multimedia · Computer Science 2019-07-09 Mehdi Sharifzadeh , Chirag Agarwal , Mahdi Salarian , Dan Schonfeld

The capacity and security of the confidential message on the channel are two important challenges in steganography. In this paper, a new block steganography model is presented using the bargain method so that a competitive model is…

Current 3D mesh steganography algorithms relying on geometric modification are prone to detection by steganalyzers. In traditional steganography, adaptive steganography has proven to be an efficient means of enhancing steganography…

Multimedia · Computer Science 2025-10-29 Yushu Zhang , Jiahao Zhu , Mignfu Xue , Xinpeng Zhang , Xiaochun Cao

Traditional steganographic techniques have often relied on manually crafted attributes related to image residuals. These methods demand a significant level of expertise and face challenges in integrating diverse image residual…

Cryptography and Security · Computer Science 2023-12-05 Miaoxin Ye , Dongxia Huang , Kangkang Wei , Weiqi Luo

A great challenge to steganography has arisen with the wide application of steganalysis methods based on convolutional neural networks (CNNs). To this end, embedding cost learning frameworks based on generative adversarial networks (GANs)…

Multimedia · Computer Science 2021-07-29 Jianhua Yang , Yi Liao , Fei Shang , Xiangui Kang , Yun-Qing Shi

Video steganography based on block structure, which embeds secret information by modifying Coding Unit (CU) block structure of I-frames, is currently a research hotspot. However, the existing algorithms still suffer from the limitation of…

Multimedia · Computer Science 2026-04-03 Xiang Zhang , Wen Jiang , Fei Peng , Wenbin Huang , Ziqiang Li , Zhangjie Fu

While recent video diffusion models (VDMs) produce visually impressive results, they fundamentally struggle to maintain 3D structural consistency, often resulting in object deformation or spatial drift. We hypothesize that these failures…

Computer Vision and Pattern Recognition · Computer Science 2026-05-13 Hongyang Du , Junjie Ye , Xiaoyan Cong , Runhao Li , Jingcheng Ni , Aman Agarwal , Zeqi Zhou , Zekun Li , Randall Balestriero , Yue Wang

Multi-objective optimization problems are ubiquitous in robotics, e.g., the optimization of a robot manipulation task requires a joint consideration of grasp pose configurations, collisions and joint limits. While some demands can be easily…

Robotics · Computer Science 2023-06-21 Julen Urain , Niklas Funk , Jan Peters , Georgia Chalvatzaki

Three-dimensional (3-D) meshes are commonly used to represent virtual surfaces and volumes. Over the past decade, 3-D meshes have emerged in industrial, medical, and entertainment applications, being of large practical significance for 3-D…

Cryptography and Security · Computer Science 2021-04-22 Hang Zhou , Weiming Zhang , Kejiang Chen , Weixiang Li , Nenghai Yu

Convolutional Neural Networks (CNN) based methods have significantly improved the performance of image steganalysis compared with conventional ones based on hand-crafted features. However, many existing literatures on computer vision have…

Multimedia · Computer Science 2019-10-03 Huaxiao Mo , Tingting Song , Bolin Chen , Weiqi Luo , Jiwu Huang

Network steganography encompasses the information hiding techniques that can be applied in communication network environments and that utilize hidden data carriers for this purpose. In this paper we introduce a characteristic called…

Multimedia · Computer Science 2014-06-11 Wojciech Mazurczyk , Steffen Wendzel , Ignacio Azagra Villares , Krzysztof Szczypiorski

Steganography in multimedia aims to embed secret data into an innocent looking multimedia cover object. This embedding introduces some distortion to the cover object and produces a corresponding stego object. The embedding distortion is…

Multimedia · Computer Science 2022-07-18 Hassan Y. El Arsh , Amr Abdelaziz , Ahmed Elliethy , Hussein A. Aly , T. Aaron Gulliver

Estimating geometry from dynamic scenes, where objects move and deform over time, remains a core challenge in computer vision. Current approaches often rely on multi-stage pipelines or global optimizations that decompose the problem into…

Computer Vision and Pattern Recognition · Computer Science 2025-05-09 Junyi Zhang , Charles Herrmann , Junhwa Hur , Varun Jampani , Trevor Darrell , Forrester Cole , Deqing Sun , Ming-Hsuan Yang

Stochastic computation graphs (SCGs) provide a formalism to represent structured optimization problems arising in artificial intelligence, including supervised, unsupervised, and reinforcement learning. Previous work has shown that an…

Machine Learning · Computer Science 2019-01-08 Théophane Weber , Nicolas Heess , Lars Buesing , David Silver
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