DHNet: Double MPEG-4 Compression Detection via Multiple DCT Histograms
نویسندگان
چکیده
In this article, we aim to detect the double compression of MPEG-4, a universal video codec that is built into surveillance systems and shooting devices. Double accompanied by various types manipulation, its traces can be exploited determine whether forgery. To end, present neural network-based approach with discriminant features for capturing peculiar artifacts in discrete cosine transform (DCT) domain caused MPEG-4 compression. By analyzing intra-coding process which performs block-DCT-based quantization, exploit multiple DCT histograms as focus on statistical properties coefficients multiresolution blocks. Furthermore, improve detection performance using vectorized feature quantization table dense layers auxiliary information. Compared approaches suitable exploring subtle manipulations, experimental results reveal work achieves high performance.
منابع مشابه
Video Compression: MPEG-4 and Beyond
Technological developments in the networking technology and the computers make use of video possible. Storing and transmitting uncompressed raw video is not a good idea, it requires large storage space and bandwidth. Special algorithms which take the characteristics of the video into account can compress the video with high compression ratio. In this paper I will give a overview of the standard...
متن کاملDetection of shifted double JPEG compression by an adaptive DCT coefficient model
In many JPEG image splicing forgeries, the tampered image patch has been JPEG-compressed twice with different block alignments. Such phenomenon in JPEG image forgeries is called the shifted double JPEG (SDJPEG) compression effect. Detection of SDJPEG-compressed patches could help in detecting and locating the tampered region. However, the current SDJPEG detection methods do not provide satisfac...
متن کاملEnergy-Efficient Acceleration of MPEG-4 Compression Tools
We propose novel hardware accelerator architectures for the most computationally demanding algorithms of the MPEG-4 video compression standard-motion estimation, binary motion estimation (for shape coding), and the forward/inverse discrete cosine transforms (incorporating shape adaptive modes). These accelerators have been designed using general low-energy design philosophies at the algorithmic...
متن کاملFast global motion estimation for MPEG-4 video compression
This paper presents a fast global motion estimation (GME) algorithm based on gradient methods (GM), which can be used for real-time applications, such as in MPEG4 video compression. This approach improves the existing state-of-the-art GME algorithms by introducing two major modi...cations: ...rst, only a small subset (down-to 3%) of the original image pixels is used in the estimation process. S...
متن کاملAbout MPEG Compression
Temporal Compression Instead of storing complete frames, temporal (interframe) compression stores only what has changed from one frame to the next, which dramatically reduces the amount of data that needs to be stored while still achieving high-quality images. Video is stored in three types of frames: a standalone I-frame that contains a complete image, and then predictive P-frames and bipredic...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: IEEE MultiMedia
سال: 2022
ISSN: ['1070-986X', '1941-0166']
DOI: https://doi.org/10.1109/mmul.2022.3169769