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In this work, we deal with the problem of re compression based image forgery detection, where some regions of an image are modified illegitimately, hence giving rise to presence of dual compression characteristics within a single image.…

图像与视频处理 · 电气工程与系统科学 2024-07-04 Jamimamul Bakas , Praneta Rawat , Kalyan Kokkalla , Ruchira Naskar

We propose a novel Connectionist Text Proposal Network (CTPN) that accurately localizes text lines in natural image. The CTPN detects a text line in a sequence of fine-scale text proposals directly in convolutional feature maps. We develop…

计算机视觉与模式识别 · 计算机科学 2016-10-02 Zhi Tian , Weilin Huang , Tong He , Pan He , Yu Qiao

We study the problem of extracting text instance contour information from images and use it to assist scene text detection. We propose a novel and effective framework for this and experimentally demonstrate that: (1) A CNN that can be…

计算机视觉与模式识别 · 计算机科学 2018-12-04 Dafang He , Xiao Yang , Daniel Kifer , C. Lee Giles

Scene text image super-resolution aims to increase the resolution and readability of the text in low-resolution images. Though significant improvement has been achieved by deep convolutional neural networks (CNNs), it remains difficult to…

计算机视觉与模式识别 · 计算机科学 2022-03-21 Jianqi Ma , Zhetong Liang , Lei Zhang

In copy-move tampering operations, perpetrators often employ techniques, such as blurring, to conceal tampering traces, posing significant challenges to the detection of object-level targets with intact structures. Focus on these…

计算机视觉与模式识别 · 计算机科学 2024-04-04 Jingyu Wang , Niantai Jing , Ziyao Liu , Jie Nie , Yuxin Qi , Chi-Hung Chi , Kwok-Yan Lam

This paper presents a new state-of-the-art for document image classification and retrieval, using features learned by deep convolutional neural networks (CNNs). In object and scene analysis, deep neural nets are capable of learning a…

计算机视觉与模式识别 · 计算机科学 2015-02-26 Adam W. Harley , Alex Ufkes , Konstantinos G. Derpanis

Text-image composed retrieval aims to retrieve the target image through the composed query, which is specified in the form of an image plus some text that describes desired modifications to the input image. It has recently attracted…

计算机视觉与模式识别 · 计算机科学 2023-12-01 Shitong Sun , Jindong Gu , Shaogang Gong

The explosive growth of digital images in video surveillance and social media has led to the significant need for efficient search of persons of interest in law enforcement and forensic applications. Despite tremendous progress in primary…

计算机视觉与模式识别 · 计算机科学 2018-11-02 Hu Han , Jie Li , Anil K. Jain , Shiguang Shan , Xilin Chen

Nowadays, copy detection patterns (CDP) appear as a very promising anti-counterfeiting technology for physical object protection. However, the advent of deep learning as a powerful attacking tool has shown that the general authentication…

计算机视觉与模式识别 · 计算机科学 2022-12-15 Joakim Tutt , Olga Taran , Roman Chaban , Brian Pulfer , Yury Belousov , Taras Holotyak , Slava Voloshynovskiy

The scene text removal (STR) task aims to remove text regions and recover the background smoothly in images for private information protection. Most existing STR methods adopt encoder-decoder-based CNNs, with direct copies of the features…

计算机视觉与模式识别 · 计算机科学 2023-06-19 Guangtao Lyu , Kun Liu , Anna Zhu , Seiichi Uchida , Brian Kenji Iwana

Copy-move forgery detection aims at detecting duplicated regions in a suspected forged image, and deep learning based copy-move forgery detection methods are in the ascendant. These deep learning based methods heavily rely on synthetic…

计算机视觉与模式识别 · 计算机科学 2024-03-12 Yaqi Liu , Chao Xia , Song Xiao , Qingxiao Guan , Wenqian Dong , Yifan Zhang , Nenghai Yu

Camouflaged scene understanding (CSU) has attracted significant attention due to its broad practical implications. However, in this field, robust image-text cross-modal alignment remains under-explored, hindering deeper understanding of…

计算机视觉与模式识别 · 计算机科学 2026-04-03 Yao Jiang , Zhongkuan Mao , Xuan Wu , Keren Fu , Qijun Zhao

The revolution in computer hardware, especially in graphics processing units and tensor processing units, has enabled significant advances in computer graphics and artificial intelligence algorithms. In addition to their many beneficial…

计算机视觉与模式识别 · 计算机科学 2019-10-30 Huy H. Nguyen , Junichi Yamagishi , Isao Echizen

Accurate and fast recognition of forgeries is an issue of great importance in the fields of artificial intelligence, image processing and object detection. Recognition of forgeries of facial imagery is the process of classifying and…

计算机视觉与模式识别 · 计算机科学 2024-11-19 Günel Jabbarlı , Murat Kurt

Text erasure from an image is helpful for various tasks such as image editing and privacy preservation. In this paper, we present TPFNet, a novel one-stage (end-toend) network for text removal from images. Our network has two parts: feature…

计算机视觉与模式识别 · 计算机科学 2022-10-28 Onkar Susladkar , Dhruv Makwana , Gayatri Deshmukh , Sparsh Mittal , Sai Chandra Teja R , Rekha Singhal

With the advancement in image editing tools, manipulating digital images has become alarmingly easy. Inpainting, which is used to remove objects or fill in parts of an image, serves as a powerful tool for both image restoration and forgery.…

计算机视觉与模式识别 · 计算机科学 2024-08-14 Barglazan Adrian-Alin , Brad Remus Ovidiu

Recent years have witnessed many advancements in the applications of 3D textured meshes. As the demand continues to rise, evaluating the perceptual quality of this new type of media content becomes crucial for quality assurance and…

计算机视觉与模式识别 · 计算机科学 2024-05-13 Armin Shafiee Sarvestani , Wei Zhou , Zhou Wang

Scene text detection and recognition has received increasing research attention. Existing methods can be roughly categorized into two groups: character-based and segmentation-based. These methods either are costly for character annotation…

计算机视觉与模式识别 · 计算机科学 2020-02-26 Yuliang Liu , Hao Chen , Chunhua Shen , Tong He , Lianwen Jin , Liangwei Wang

The Transformer-based encoder-decoder framework is becoming popular in scene text recognition, largely because it naturally integrates recognition clues from both visual and semantic domains. However, recent studies show that the two kinds…

计算机视觉与模式识别 · 计算机科学 2023-08-29 Tianlun Zheng , Zhineng Chen , Shancheng Fang , Hongtao Xie , Yu-Gang Jiang

Advanced manipulation techniques have provided criminals with opportunities to make social panic or gain illicit profits through the generation of deceptive media, such as forged face images. In response, various deepfake detection methods…

计算机视觉与模式识别 · 计算机科学 2023-07-07 Ruiyang Xia , Decheng Liu , Jie Li , Lin Yuan , Nannan Wang , Xinbo Gao