IML-ViT: Benchmarking Image Manipulation Localization by Vision Transformer

27 July 2023

Papers citing "IML-ViT: Benchmarking Image Manipulation Localization by Vision Transformer"

28 / 28 papers shown

Title
GIM: A Million-scale Benchmark for Generative Image Manipulation Detection and Localization Yuxiao Chen Xiaolin Huang Quan Zhang Wei Li Mingjian Zhu ... Hanting Chen Hailin Hu J. Yang Wen Liu Jie Hu EGVM 81 5 0 24 Jun 2024
Pre-training-free Image Manipulation Localization through Non-Mutually Exclusive Contrastive Learning Jizhe Zhou Xiaochen Ma Xia Du Ahmed Y. Al Hammadi Wentao Feng VLM SSL 44 25 0 26 Sep 2023
Hierarchical Fine-Grained Image Forgery Detection and Localization Xiao Guo Xiaohong Liu Zhiyuan Ren Steven A. Grosz I. Masi Xiaoming Liu 53 106 0 30 Mar 2023
TruFor: Leveraging all-round clues for trustworthy image forgery detection and localization Fabrizio Guillaro D. Cozzolino Avneesh Sud Nick Dufour L. Verdoliva 46 103 0 21 Dec 2022
CFL-Net: Image Forgery Localization Using Contrastive Learning Fahim Faisal Niloy K. Bhaumik Simon S. Woo 34 33 0 04 Oct 2022
Exploring Plain Vision Transformer Backbones for Object Detection Yanghao Li Hanzi Mao Ross B. Girshick Kaiming He ViT 57 794 0 30 Mar 2022
ObjectFormer for Image Manipulation Detection and Localization Junke Wang Zuxuan Wu Jingjing Chen Xintong Han Abhinav Shrivastava Ser-Nam Lim Yu-Gang Jiang 65 110 0 28 Mar 2022
MVSS-Net: Multi-View Multi-Scale Supervised Networks for Image Manipulation Detection Chengbo Dong Xinru Chen Ruohan Hu Juan Cao Xirong Li AAML 67 160 0 16 Dec 2021
MViTv2: Improved Multiscale Vision Transformers for Classification and Detection Yanghao Li Chaoxia Wu Haoqi Fan K. Mangalam Bo Xiong Jitendra Malik Christoph Feichtenhofer ViT 126 685 0 02 Dec 2021
Benchmarking Detection Transfer Learning with Vision Transformers Yanghao Li Saining Xie Xinlei Chen Piotr Dollar Kaiming He Ross B. Girshick 50 168 0 22 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 368 7,600 0 11 Nov 2021
Learning JPEG Compression Artifacts for Image Manipulation Detection and Localization Myung-Joon Kwon Seung-Hun Nam In-Jae Yu Heung-Kyu Lee Changick Kim 33 110 0 30 Aug 2021
TransForensics: Image Forgery Localization with Dense Self-Attention Jing Hao Zhixin Zhang Shicai Yang Di Xie Shiliang Pu AAML ViT 36 49 0 09 Aug 2021
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 148 4,934 0 31 May 2021
Image Manipulation Detection by Multi-View Multi-Scale Supervision Xinru Chen Chengbo Dong Jiaqi Ji Juan Cao Xirong Li 53 168 0 14 Apr 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 319 21,175 0 25 Mar 2021
PSCC-Net: Progressive Spatio-Channel Correlation Network for Image Manipulation Detection and Localization Xiaohong Liu Yao-Kai Liu Jun Chen Xiaoming Liu 55 191 0 19 Mar 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 371 40,217 0 22 Oct 2020
SPAN: Spatial Pyramid Attention Network forImage Manipulation Localization Xuefeng Hu Zhihan Zhang Zhenye Jiang Syomantak Chaudhuri Zhenheng Yang Ram Nevatia 3DPC 34 194 0 01 Sep 2020
Media Forensics and DeepFakes: an overview L. Verdoliva 73 544 0 18 Jan 2020
Constrained R-CNN: A general image manipulation detection model Chao Yang Huizhou Li Fangting Lin Bin Jiang Hao-Jun Zhao 20 102 0 19 Nov 2019
Generate, Segment and Refine: Towards Generic Manipulation Segmentation Peng Zhou Bor-Chun Chen Xintong Han Mahyar Najibi Abhinav Shrivastava Ser Nam Lim L. Davis 27 116 0 24 Nov 2018
Learning Rich Features for Image Manipulation Detection Peng Zhou Xintong Han Vlad I. Morariu L. Davis ObjD 69 569 0 13 May 2018
Fighting Fake News: Image Splice Detection via Learned Self-Consistency Minyoung Huh Andrew Liu Andrew Owens Alexei A. Efros SSL 72 383 0 10 May 2018
Understanding the Effective Receptive Field in Deep Convolutional Neural Networks Wenjie Luo Yujia Li R. Urtasun R. Zemel HAI 66 1,789 0 15 Jan 2017
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 211 19,796 0 07 Oct 2016
SGDR: Stochastic Gradient Descent with Warm Restarts I. Loshchilov Frank Hutter ODL 229 8,030 0 13 Aug 2016
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 255 43,290 0 01 May 2014