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# 2019 | ||
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* [ ] [Hybrid LSTM and Encoder-Decoder Architecture for Detection of Image Forgeries](image-forgery/hled.md) (_TIP '19_) **\[**[**Paper**](https://arxiv.org/abs/1903.02495)**]** **\[**[**Code**](https://github.com/jawadbappy/forgery\_localization\_HLED)**]** | ||
* [ ] ManTra-Net: Manipulation Tracing Network for Detection and Localization of Image Forgeries With Anomalous Features (_CVPR '19_) **\[**[**Paper**](https://ieeexplore.ieee.org/document/8953774)**]** **\[**[**Code**](https://github.com/ISICV/ManTraNet)**]** |
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# 2020 | ||
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* [ ] A Full-Image Full-Resolution End-to-EndTrainable CNN Framework for Image Forgery Detection (_IEEE Access '20_) \*\*\[[Paper](./)] | ||
* [ ] Constrained R-CNN: A general image manipulation detection model (_ICME '20_) **\[**[**Paper**](https://arxiv.org/abs/1911.08217)**]** **\[**[**Code**](https://github.com/VedantWani/Constrained-R-CNN)**]** | ||
* [ ] A CNNBased Camera Model Fingerprint (_TIFS '20_) \*\*\[[Paper](./)] | ||
* [ ] An Adaptive Neural Network for Unsupervised Mosaic Consistency Analysis in Image Forensics (_CVPR '20_) **\[**[**Paper**](http://openaccess.thecvf.com/content\_CVPR\_2020/html/Bammey\_An\_Adaptive\_Neural\_Network\_for\_Unsupervised\_Mosaic\_Consistency\_Analysis\_in\_CVPR\_2020\_paper.html)**]** **\[**[**Code**](https://github.com/qbammey/adaptive\_cfa\_forensics)**]** | ||
* [ ] A dense u-net with cross-layer intersection for detection and localization of image forgery (_ICASSP '20_) **\[**[**Paper**](https://ieeexplore.ieee.org/document/9054068)**]** **\[**[**Note\_unofficial**](https://blog.csdn.net/weixin\_45366180/article/details/128413821)**]** | ||
* [x] [Generate, Segment, and Refine: Towards Generic Manipulation Segmentation](image-forgery/gsrnet.md) (_AAAI '20_) **\[**[**Paper**](https://arxiv.org/abs/1811.09729)**]** **\[**[**Code**](https://github.com/pengzhou1108/GSRNet)**]** (_GSRNet_) | ||
* [ ] SPAN: Spatial Pyramid Attention Network for Image Manipulation Localization (_ECCV '20_) **\[**[**Paper**](https://www.ecva.net/papers/eccv\_2020/papers\_ECCV/papers/123660307.pdf)**]** **\[**[**Project**](http://media.ee.ntu.edu.tw/research/SPAN/)**]** **\[**[**Code**](https://github.com/tsaishien-chen/SPAN)**]** |
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# 2021 | ||
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* [ ] MSTA-Net: Forgery Detection by Generating Manipulation Trace Based on Multi-Scale Self-Texture Attention (_TCSVT '21_) **\[**[**Paper**](https://ieeexplore.ieee.org/document/9643421)**]** | ||
* [ ] Image Manipulation Detection by Multi-View Multi-Scale Supervision (_ICCV '21_) **\[**[**Paper**](https://arxiv.org/abs/2104.06832)**]** **\[**[**Code**](https://github.com/dong03/MVSS-Net)**]** | ||
* [x] [TransForensics: Image Forgery Localization with Dense Self-Attention](image-forgery/transforensics.md) (_ICCV '21_) **\[**[**Paper**](https://arxiv.org/abs/2108.03871)**]** | ||
* [ ] Self-supervised Domain Adaptation for Forgery Localization of JPEG Compressed Images (_ICCV '21_) **\[**[**Paper**](https://openaccess.thecvf.com/content/ICCV2021/html/Rao\_Self-Supervised\_Domain\_Adaptation\_for\_Forgery\_Localization\_of\_JPEG\_Compressed\_Images\_ICCV\_2021\_paper.html)**]** | ||
* [ ] Image Tampering Localization Using a Dense Fully Convolutional Network (_TIFS '21_) **\[**[**Paper**](https://ieeexplore.ieee.org/document/9393396)**]** **\[**[**Code**](https://github.com/ZhuangPeiyu/Dense-FCN-for-tampering-localization)**]** (_DenseFCN_) | ||
* [ ] Image Manipulation Localization Using Attentional Cross-Domain CNN Features (_TNNLS '21_) **\[**[**Paper**](https://doi.org/10.1109/TNNLS.2021.3130168)**]** |
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# 2022 | ||
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* [ ] MSMG-Net: Multi-scale Multi-grained Supervised Metworks for Multi-task Image Manipulation Detection and Localization (_ArXiv '22_) **\[**[**Paper**](https://arxiv.org/abs/2211.03140)**]** | ||
* [ ] Towards JPEG-Resistant Image Forgery Detection and Localization Via Self-Supervised Domain Adaptation (_TPAMI '22_) **\[**[**Paper**](https://ieeexplore.ieee.org/document/9904872)**]** | ||
* [ ] ESRNet: Efficient Search and Recognition Network for Image Manipulation Detection (_TOMCCAP '22_) **\[**[**Paper**](https://doi.org/10.1145/3506853)**]** **\[**[**Tool**](https://github.com/tampered816/rrr)**]** | ||
* [ ] Learning to localize image forgery using end-to-end attention network (_Neurocomputing '22_) **\[**[**Paper**](https://www.sciencedirect.com/science/article/pii/S0925231222011274)**]** **\[**[**Code**](https://github.com/sadaf-ali/-Learning-to-Localize-Image-Forgery-Using-End-to-End-Attention-Network)**]** | ||
* [ ] MVSS-Net: Multi-View Multi-Scale Supervised Networks for Image Manipulation Detection (_TPAMI '22_) **\[**[**Paper**](https://arxiv.org/abs/2112.08935)**]** **\[**[**Code**](https://github.com/dong03/MVSS-Net)**]** | ||
* [ ] [Robust Image Forgery Detection Over Online Social Network Shared Images](image-forgery/ifosn.md) (_CVPR '22_) **\[**[**Paper**](https://openaccess.thecvf.com/content/CVPR2022/papers/Wu\_Robust\_Image\_Forgery\_Detection\_Over\_Online\_Social\_Network\_Shared\_Images\_CVPR\_2022\_paper.pdf)**]** **\[**[**Code**](https://github.com/HighwayWu/ImageForensicsOSN)**]** | ||
* [x] [ObjectFormer for Image Manipulation Detection and Localization](image-forgery/objectformer.md) (_CVPR '22_) **\[**[**Paper**](https://arxiv.org/abs/2203.14681)**]** | ||
* [ ] GCA-Net: Utilizing Gated Context Attention for Improving Image Forgery Localization and Detection (_CVPRW '22_) **\[**[**Paper**](https://arxiv.org/abs/2112.04298)**]** | ||
* [ ] Non-Semantic Evaluation of Image Forensics Tools: Methodology and Database (_WACV '22_) **\[**[**Paper**](https://arxiv.org/abs/2105.02700)**]** **\[**[**Code**](https://github.com/qbammey/trace)**]** | ||
* [ ] [JPEG Compression-aware Image Forgery Localization](image-forgery/caifl.md) (_MM '22_) **\[**[**Paper**](https://dl.acm.org/doi/abs/10.1145/3503161.3547749)**]** | ||
* [ ] [Image Manipulation Localization Using Multi-Scale Feature Fusion and Adaptive Edge Supervision](image-forgery/msff.md) (_TMM '22_) **\[**[**Paper**](https://ieeexplore.ieee.org/document/9996125/)**]** | ||
* [x] [PSCC-Net: Progressive Spatio-Channel Correlation Network for Image Manipulation Detection and Localization](image-forgery/pscc-net.md) (_TCSVT '22_) **\[**[**Paper**](https://arxiv.org/abs/2103.10596)**]** **\[**[**Code**](https://github.com/proteus1991/PSCC-Net)**]** | ||
* [x] [Self-Adversarial Training incorporating Forgery Attention for Image Forgery Localization](image-forgery/satfl.md) (_TIFS '22_) **\[**[**Paper**](https://arxiv.org/abs/2107.02434)**]** **\[**[**Code**](https://github.com/tansq/SATFL)**]** (_LocateNet / SATFL_) | ||
* [ ] M2TR: Multi-modal Multi-scale Transformers for Deepfake Detection (_ICMR '22_) **\[**[**Paper**](https://arxiv.org/abs/2104.09770)**]** **\[**[**Code**](https://github.com/wangjk666/M2TR-Multi-modal-Multi-scale-Transformers-for-Deepfake-Detection)**]** | ||
* [ ] A Principled Design of Image Representation: Towards Forensic Tasks (_TPAMI '22_) **\[**[**Paper**](https://arxiv.org/abs/2203.00913)**]** **\[**[**Code**](https://github.com/ShurenQi/DIR)**]** | ||
* [ ] [TBNet: A Two-stream Boundary-aware Network for Generic Image Manipulation Localization](image-forgery/tbanet.md) (_KDE '22_) **\[**[**Paper**](https://arxiv.org/abs/2108.04508)**]** | ||
* [ ] [Learning JPEG Compression Artifacts for Image Manipulation Detection and Localization](image-forgery/catnetv2.md) (_IJCV '22_) **\[**[**Paper**](https://arxiv.org/abs/2108.12947)**]** **\[**[**Code**](https://github.com/mjkwon2021/CAT-Net)**]** | ||
* [ ] Fighting Malicious Media Data: A Survey on Tampering Detection and Deepfake Detection (_arXiv '22_) (**Survey**) **\[**[**Paper**](https://arxiv.org/abs/2212.05667)**]** |
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# 2023 | ||
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* [ ] Multi-scale attention context-aware network for detection and localization of image splicing: Efficient and robust identification network _(Appl. Intell. 23')_ **\[**[**Paper**](https://link.springer.com/article/10.1007/s10489-022-04421-3)**]** | ||
* [ ] [ReLoc: A Restoration-Assisted Framework for Robust Image Tampering Localization](image-forgery/reloc.md) (_TIFS '23_) **\[**[**Paper**](https://arxiv.org/abs/2211.03930)**]** **\[**[**Code**](https://github.com/ZhuangPeiyu/ReLoc)**]** | ||
* [ ] Image manipulation detection by multiple tampering traces and edge artifact enhancement (_PR '23_) **\[**[**Paper**](https://www.sciencedirect.com/science/article/pii/S0031320322005064)**]** (_EMT-Net_) | ||
* [x] [CFL-Net: Image Forgery Localization Using Contrastive Learning](image-forgery/cfl-net.md) (_WACV '23_) **\[**[**Paper**](https://arxiv.org/abs/2210.02182)**]** **\[**[**Code**](https://github.com/niloy193/CFLNet)**]** | ||
* [x] [TruFor: Leveraging all-round clues for trustworthy image forgery detection and localization](image-forgery/trufor.md) (_CVPR '23_) **\[**[**Paper**](https://arxiv.org/abs/2212.10957)**]** **\[**[**Project**](https://grip-unina.github.io/TruFor/)**]** **\[**[**Code**](https://github.com/grip-unina/TruFor)**]** | ||
* [x] [TBFormer: Two-Branch Transformer for Image Forgery Localization](image-forgery/tbformer.md) (_SPL '23_) **\[**[**Paper**](https://arxiv.org/abs/2302.13004)**]** **\[**[**Code**](https://github.com/free1dom1/tbformer)**]** | ||
* [ ] [Detecting and Grounding Multi-Modal Media Manipulation](image-forgery/dgm4.md) (_CVPR '23_) **\[**[**Paper**](https://arxiv.org/abs/2304.02556)**]** **\[**[**Code**](https://github.com/rshaojimmy/MultiModal-DeepFake)**]** **\[**[**Project**](https://rshaojimmy.github.io/Projects/MultiModal-DeepFake)**]** | ||
* [x] [Hierarchical Fine-Grained Image Forgery Detection and Localization](image-forgery/hifi\_ifdl.md) (_CVPR '23_) **\[**[**Paper**](https://arxiv.org/abs/2303.17111)**]** **\[**[**Code**](https://github.com/CHELSEA234/HiFi\_IFDL)**]** | ||
* [ ] [Edge-aware Regional Message Passing Controller for Image Forgery Localization](image-forgery/ermpc.md) (_CVPR '23_) **\[**[**Paper**](https://openaccess.thecvf.com/content/CVPR2023/papers/Li\_Edge-Aware\_Regional\_Message\_Passing\_Controller\_for\_Image\_Forgery\_Localization\_CVPR\_2023\_paper.pdf)**]** **\[**[**Video**](https://youtu.be/2pDR-hOFcQw)**]** | ||
* [ ] AutoSplice: A Text-prompt Manipulated Image Dataset for Media Forensics (_CVPRW '23_) **\[**[**Paper**](https://arxiv.org/abs/2304.06870)**]** **\[**[**Dataset**](https://github.com/shanface33/autosplice\_dataset)**]** | ||
* [ ] CTP-Net: Character Texture Perception Network for Document Image Forgery Localization (_arXiv '23_) **\[**[**Paper**](https://arxiv.org/abs/2308.02158v1)**]** | ||
* [ ] IML-ViT: Image Manipulation Localization by Vision Transformer (_arXiv '23_) **\[**[**Paper**](https://arxiv.org/abs/2307.14863)**]** **\[**[**Code**](https://github.com/SunnyHaze/IML-ViT)**]** | ||
* [ ] TrainFors: A Large Benchmark Training Dataset for Image Manipulation Detection and Localization (_ICCV '23_) **\[**[**Paper**](https://arxiv.org/abs/2308.05264)**]** **\[**[**Code**](https://github.com/vimal-isi-edu/TrainFors)**]** | ||
* [ ] Pre-training-free Image Manipulation Localization through Non-Mutually Exclusive Contrastive Learning (_ICCV '23_) **\[**[**Paper**](https://openaccess.thecvf.com/content/ICCV2023/html/Zhou\_Pre-Training-Free\_Image\_Manipulation\_Localization\_through\_Non-Mutually\_Exclusive\_Contrastive\_Learning\_ICCV\_2023\_paper.html)**]** **\[**[**Code**](https://github.com/Knightzjz/NCL-IML)**]** | ||
* [ ] Towards Generic Image Manipulation Detection with Weakly-Supervised Self-Consistency Learning (_ICCV '23_) **\[**[**Paper**](https://openaccess.thecvf.com/content/ICCV2023/html/Zhai\_Towards\_Generic\_Image\_Manipulation\_Detection\_with\_Weakly-Supervised\_Self-Consistency\_Learning\_ICCV\_2023\_paper.html)**]** **\[**[**Code**](https://github.com/yhZhai/WSCL)**]** **\[**[**ResearchGate**](https://www.researchgate.net/publication/373686108\_Towards\_Generic\_Image\_Manipulation\_Detection\_with\_Weakly-Supervised\_Self-Consistency\_Learning)**]** | ||
* [ ] SAFL-Net: Semantic-Agnostic Feature Learning Network with Auxiliary Plugins for Image Manipulation Detection (_ICCV '23_) **\[**[**Paper**](https://openaccess.thecvf.com/content/ICCV2023/html/Sun\_SAFL-Net\_Semantic-Agnostic\_Feature\_Learning\_Network\_with\_Auxiliary\_Plugins\_for\_Image\_ICCV\_2023\_paper.html)**]** | ||
* [ ] Uncertainty-guided Learning for Improving Image Manipulation Detection (_ICCV '23_) **\[**[**Paper**](https://openaccess.thecvf.com/content/ICCV2023/html/Ji\_Uncertainty-guided\_Learning\_for\_Improving\_Image\_Manipulation\_Detection\_ICCV\_2023\_paper.html)**]** | ||
* [ ] Controllable Guide-Space for Generalizable Face Forgery Detection (_ICCV '23_) **\[**[**Paper**](https://arxiv.org/abs/2307.14039)**]** | ||
* [ ] Rethinking Image Forgery Detection via Contrastive Learning and Unsupervised Clustering (_arXiv '23_) **\[**[**Paper**](https://arxiv.org/abs/2308.09307)**]** **\[**[**Code**](https://github.com/HighwayWu/FOCAL)**]** | ||
* [ ] Pixel-Inconsistency Modeling for Image Manipulation Localization (_arXiv '23_) **\[**[**Paper**](https://arxiv.org/abs/2310.00234)**]** | ||
* [ ] Perceptual MAE for Image Manipulation Localization: A High-level Vision Learner Focusing on Low-level Features (_arXiv '23_) **\[**[**Paper**](https://arxiv.org/abs/2310.06525)**]** | ||
* [ ] [On the Security of the One-and-a-Half-Class Classifier for SPAM Feature-Based Image Forensics](image-forgery/spam\_analysis.md) (_TIFS '23_) **(Traditional method, Analysis)** **\[**[**Paper**](https://ieeexplore.ieee.org/abstract/document/10098583/)**]** |
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# 2024 |
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