description
Deep learning papers notes sharing, especially for image forgery detection and localization

😀 Overview

ccf-rankings now marked with different colors( )¹

Newly added papers will be organized at the top of every category now.

Basics

图像处理基础知识

Backbone

骨干网络，多为图像分类的网络。

Attention Is All You Need (NeurIPS '17) [Paper] [Code_official] [Code_community]
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks (ICML '19) [Paper] [Code]
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale (ICLR '21) [Paper] [Code]
Multi-Dimensional Model Compression of Vision Transformer (ICME '22) [Paper]
Deep Residual Learning for Image Recognition (CVPR '16) [Paper]
Generative Adversarial Networks (NeurIPS '14) [Paper]
Masked Auto-Encoders Meet Generative Adversarial Networks and Beyond (CVPR '23) [Paper]
A Kernel Perspective of Skip Connections in Convolutional Networks (ICLR '23) [Paper]
EfficientViT: Memory Efficient Vision Transformer with Cascaded Group Attention (CVPR '23) [Paper] [Code] [Note_community]
Vision Transformers Need Registers (ICLR '24) [Paper]
LiFT: A Surprisingly Simple Lightweight Feature Transform for Dense ViT Descriptors (ECCV '24) [Paper]

Image Tampering

图像篡改检测定位

Image Editing

2024

ForgeryTTT: Zero-Shot Image Manipulation Localization with Test-Time Training
ForgeryGPT: Multimodal Large Language Model For Explainable Image Forgery Detection and Localization
FakeBench: Probing Explainable Fake Image Detection via Large Multimodal Models
FakeShield: Explainable Image Forgery Detection and Localization via Multi-modal Large Language Models
EL-FDL: Improving Image Forgery Detection and Localization via Ensemble Learning
Unified Frequency-Assisted Transformer Framework for Detecting and Grounding Multi-Modal Manipulation
Detecting and Grounding Multi-Modal Media Manipulation and Beyond
FastForensics: Efficient Two-Stream Design for Real-Time Image Manipulation Detection
Auto-focus tracing: Image manipulation detection with artifact graph contrastive
LookupForensics: A Large-Scale Multi-Task Dataset for Multi-Phase Image-Based Fact Verification
Image manipulation detection and localization using multi-scale contrastive learning
Attentive and Contrastive Image Manipulation Localization With Boundary Guidance
Multi-view Feature Extraction via Tunable Prompts is Enough for Image Manipulation Localization
Datasets, Clues and State-of-the-Arts for Multimedia Forensics: An Extensive Review
TGIF: Text-Guided Inpainting Forgery Dataset
Exploring Multi-view Pixel Contrast for General and Robust Image Forgery Localization
GIM: A Million-scale Benchmark for Generative Image Manipulation Detection and Localization
IMDL-BenCo: A Comprehensive Benchmark and Codebase for Image Manipulation Detection & Localization
DH-GAN: Image manipulation localization via a dual homology-aware generative adversarial network
DA-HFNet: Progressive Fine-Grained Forgery Image Detection and Localization Based on Dual Attention
EC-Net: General image tampering localization network based on edge distribution guidance and contrastive learning
Frequency-constrained transferable adversarial attack on image manipulation detection and localization
A Contribution-Aware Noise Feature representation model for image manipulation localization
Effective Image Tampering Localization via Enhanced Transformer and Co-attention Fusion
PROMPT-IML: Image Manipulation Localization with Pre-trained Foundation Models Through Prompt Tuning
Diffusion models meet image counter-forensics
Research about the Ability of LLM in the Tamper-Detection Area
Deep Image Restoration For Image Anti-Forensics
Deep Image Composition Meets Image Forgery
Fusion Transformer with Object Mask Guidance for Image Forgery Analysis
Exploring Multi-Modal Fusion for Image Manipulation Detection and Localization
A New Benchmark and Model for Challenging Image Manipulation Detection
MGQFormer: Mask-Guided Query-Based Transformer for Image Manipulation Localization
Learning Discriminative Noise Guidance for Image Forgery Detection and Localization
CatmullRom Splines-Based Regression for Image Forgery Localization
UnionFormer: Unified-Learning Transformer with Multi-View Representation for Image Manipulation Detection and Localization
Towards Modern Image Manipulation Localization: A Large-Scale Dataset and Novel Methods
EditGuard: Versatile Image Watermarking for Tamper Localization and Copyright Protection
DiffForensics: Leveraging Diffusion Prior to Image Forgery Detection and Localization
IML-ViT: Image Manipulation Localization by Vision Transformer
CIMGEN: Controlled Image Manipulation by Finetuning Pretrained Generative Models on Limited Data

2023

Image Manipulation Detection Based on Ringed Residual Edge Artifact Enhancement and Multiple Attention Mechanisms
Improving CoatNet for Spatial and JPEG Domain Steganalysis (ICME '23) [Paper]
A survey on deep learning-based image forgery detection (PR '23) [Paper]
PL-GNet: Pixel Level Global Network for detection and localization of image forgeries
Progressive Feedback-Enhanced Transformer for Image Forgery Localization (arXiv '23) [Paper] [Code]
Secondary Labeling A Novel Labeling Strategy for Image Manipulation Detection (MM '23) [Paper]
GP-Net: Image Manipulation Detection and Localization via Long-Range Modeling and Transformers (Appl. Sci. (IF: 2.8, not included in CCFs), MDPI, '23) [Paper]
DS-Net: Dual supervision neural network for image manipulation localization (IET-IPR '23) [Paper]
Learning to Immunize Images for Tamper Localization and Self Recovery (TPAMI ‘23) [Paper]
Semantic-agnostic progressive subtractive network for image manipulation detection and localization (Neurocomputing '23) [Paper]
Towards Effective Image Manipulation Detection with Proposal Contrastive Learning (TCSVT '23) [Paper] [Code]
Effective image tampering localization with multi-scale ConvNeXt feature fusion (JVCIR '23) [Paper] [Code]
Evading Detection Actively: Toward Anti-Forensics against Forgery Localization (arXiv '23) [Paper] [Code]
ReLoc: A Restoration-Assisted Framework for Robust Image Tampering Localization (TIFS '23) [Paper] [Code]
Image manipulation detection by multiple tampering traces and edge artifact enhancement (PR '23) [Paper] (EMT-Net)
CFL-Net: Image Forgery Localization Using Contrastive Learning (WACV '23) [Paper] [Code]
TruFor: Leveraging all-round clues for trustworthy image forgery detection and localization (CVPR '23) [Paper] [Project] [Code]
TBFormer: Two-Branch Transformer for Image Forgery Localization (SPL '23) [Paper] [Code]
Detecting and Grounding Multi-Modal Media Manipulation (CVPR '23) [Paper] [Code] [Project]
Hierarchical Fine-Grained Image Forgery Detection and Localization (CVPR '23) [Paper] [Code]
Edge-aware Regional Message Passing Controller for Image Forgery Localization (CVPR '23) [Paper] [Video]
AutoSplice: A Text-prompt Manipulated Image Dataset for Media Forensics (CVPRW '23) [Paper] [Dataset]
TrainFors: A Large Benchmark Training Dataset for Image Manipulation Detection and Localization (ICCV '23) [Paper] [Code]
Pre-training-free Image Manipulation Localization through Non-Mutually Exclusive Contrastive Learning (ICCV '23) [Paper] [Code]
Towards Generic Image Manipulation Detection with Weakly-Supervised Self-Consistency Learning (ICCV '23) [Paper] [Code] [ResearchGate]
SAFL-Net: Semantic-Agnostic Feature Learning Network with Auxiliary Plugins for Image Manipulation Detection (ICCV '23) [Paper]
Uncertainty-guided Learning for Improving Image Manipulation Detection (ICCV '23) [Paper]
Rethinking Image Forgery Detection via Contrastive Learning and Unsupervised Clustering (arXiv '23) [Paper] [Code]
Pixel-Inconsistency Modeling for Image Manipulation Localization (arXiv '23) [Paper]
Perceptual MAE for Image Manipulation Localization: A High-level Vision Learner Focusing on Low-level Features (arXiv '23) [Paper]
On the Security of the One-and-a-Half-Class Classifier for SPAM Feature-Based Image Forensics (TIFS '23) (Traditional method, Analysis) [Paper]

2022

DS-UNet: A dual streams UNet for refined image forgery localization (InfoS '22) [Paper]
MSMG-Net: Multi-scale Multi-grained Supervised Metworks for Multi-task Image Manipulation Detection and Localization (ArXiv '22) [Paper]
Towards JPEG-Resistant Image Forgery Detection and Localization Via Self-Supervised Domain Adaptation (TPAMI '22) [Paper]
ESRNet: Efficient Search and Recognition Network for Image Manipulation Detection (TOMCCAP '22) [Paper] [Tool]
Learning to localize image forgery using end-to-end attention network (Neurocomputing '22) [Paper] [Code]
MVSS-Net: Multi-View Multi-Scale Supervised Networks for Image Manipulation Detection (TPAMI '22) [Paper] [Code]
Robust Image Forgery Detection Over Online Social Network Shared Images (CVPR '22) [Paper] [Code]
ObjectFormer for Image Manipulation Detection and Localization (CVPR '22) [Paper]
GCA-Net: Utilizing Gated Context Attention for Improving Image Forgery Localization and Detection (CVPRW '22) [Paper]
Non-Semantic Evaluation of Image Forensics Tools: Methodology and Database (WACV '22) [Paper] [Code]
JPEG Compression-aware Image Forgery Localization (MM '22) [Paper]
Image Manipulation Localization Using Multi-Scale Feature Fusion and Adaptive Edge Supervision (TMM '22) [Paper]
PSCC-Net: Progressive Spatio-Channel Correlation Network for Image Manipulation Detection and Localization (TCSVT '22) [Paper] [Code]
Self-Adversarial Training incorporating Forgery Attention for Image Forgery Localization (TIFS '22) [Paper] [Code] (LocateNet / SATFL)
M2TR: Multi-modal Multi-scale Transformers for Deepfake Detection (ICMR '22) [Paper] [Code]
A Principled Design of Image Representation: Towards Forensic Tasks (TPAMI '22) [Paper] [Code]
TBNet: A Two-stream Boundary-aware Network for Generic Image Manipulation Localization (KDE '22) [Paper]
Learning JPEG Compression Artifacts for Image Manipulation Detection and Localization (IJCV '22) [Paper] [Code]
Fighting Malicious Media Data: A Survey on Tampering Detection and Deepfake Detection (arXiv '22) (Survey) [Paper]
Generic Image Manipulation Localization through the Lens of Multi-scale Spatial Inconsistence (MM '22) [Paper]

2021

MSTA-Net: Forgery Detection by Generating Manipulation Trace Based on Multi-Scale Self-Texture Attention (TCSVT '21) [Paper]
Image Manipulation Detection by Multi-View Multi-Scale Supervision (ICCV '21) [Paper] [Code]
TransForensics: Image Forgery Localization with Dense Self-Attention (ICCV '21) [Paper]
Self-supervised Domain Adaptation for Forgery Localization of JPEG Compressed Images (ICCV '21) [Paper]
Image Tampering Localization Using a Dense Fully Convolutional Network (TIFS '21) [Paper] [Code] (DenseFCN)
Image Manipulation Localization Using Attentional Cross-Domain CNN Features (TNNLS '21) [Paper]

2020 and before

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 [Paper] [Code]
A CNNBased Camera Model Fingerprint (TIFS '20) **[Paper]
An Adaptive Neural Network for Unsupervised Mosaic Consistency Analysis in Image Forensics (CVPR '20) [Paper] [Code]
A dense u-net with cross-layer intersection for detection and localization of image forgery (ICASSP '20) [Paper] [Note_unofficial]
Generate, Segment, and Refine: Towards Generic Manipulation Segmentation (AAAI '20) [Paper] [Code] (GSRNet)
SPAN: Spatial Pyramid Attention Network for Image Manipulation Localization (ECCV '20) [Paper] [Code]
Hybrid LSTM and Encoder-Decoder Architecture for Detection of Image Forgeries (TIP '19) [Paper] [Code]
ManTra-Net: Manipulation Tracing Network for Detection and Localization of Image Forgeries With Anomalous Features (CVPR '19) [Paper] [Code]

CNN-synthesized

Some of the above papers also contain methods to detect tampered images generated by GANs or DMs for synthetic images

Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection (CVPR '24) [Paper]
Preserving Fairness Generalization in Deepfake Detection (CVPR '24) [Paper] [Code]
Leveraging Representations from Intermediate Encoder-blocks for Synthetic Image Detection (ECCV '24) [Paper] [Code]
Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection (arXiv '23) [Paper]
AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image Detectors (arXiv '23) [Paper] [Code]
MaLP: Manipulation Localization Using a Proactive Scheme (CVPR '23) [Paper] [Code]
Discrepancy-Guided Reconstruction Learning for Image Forgery Detection (IJCAI '23) [Paper] [Code]
Generalizable Synthetic Image Detection via Language-guided Contrastive Learning (arXiv '23) [Paper] [Code]
Detect Any Deepfakes: Segment Anything Meets Face Forgery Detection and Localization (arXiv '23) [Paper] [Code]
Discrepancy-Guided Reconstruction Learning for Image Forgery Detection (arXiv '23) [Paper]
Masked Relation Learning for DeepFake Detection (TIFS '23) [Paper]

Image Splicing

图像的拼接篡改检测定位

2024

D-Net: A dual-encoder network for image splicing forgery detection and localization
UGEE-Net: Uncertainty-Guided and Edge-Enhanced Network for Image Splicing Localization (Neural Networks '24) [Paper] [Dataset]
Research on Splicing Image Detection Algorithms Based on Natural Image Statistical Characteristics (arXiv '24) [Paper]
A Visually Attentive Splice Localization Network with Multi-Domain Feature Extractor and Multi-Receptive Field Upsampler
Feature Aggregation and Region-Aware Learning for Detection of Splicing Forgery (SPL '24) [Paper]
Towards Effective Image Forensics via A Novel Computationally Efficient Framework and A New Image Splice Dataset ( Signal, Image and Video Processing (IF: 2.3, not included in CCFs), '24 ) [Paper]

2023

GreatSplicing: A Semantically Rich Splicing Dataset (arXiv '23) [Paper] [Dataset]
Multi-scale attention context-aware network for detection and localization of image splicing: Efficient and robust identification network (Appl. Intell. 23') [Paper]
A Multi-Stream Fusion Network for Image Splicing Localization (MMM '23) [Paper]
Attacking Image Splicing Detection and Localization Algorithms Using Synthetic Traces (TIFS '23) [Paper] [IEEE Paper]
Biomedical Image Splicing Detection using Uncertainty-Guided Refinement (arXiv '23) [Paper]
A New Method to Detect Splicing Image Forgery Using Convolutional Neural Network (Applied Science (IF: 2.8, not included in CCFs), MDPI, '23) [Paper]
Multi-scale Target-Aware Framework for Constrained Image Splicing Detection and Localization (MM '23) [Paper]

2022

Multi-Task SE-Network for Image Splicing Localization (TCSVT '22) [Paper] [Code]
ET: Edge-Enhanced Transformer for Image Splicing Detection (SPL '22) [Paper]
Image splicing forgery detection by combining synthetic adversarial networks and hybrid dense U-net based on multiple spaces (IJIS '22) [Paper] [Code]
SISL:Self-Supervised Image Signature Learning for Splicing Detection & Localization (CVPRW '22) [Paper]
Deep Metric Color Embeddings for Splicing Localization in Severely Degraded Images (TIFS '22) [Paper]
Coarse-to-fine-grained method for image splicing region detection (PR '22) [Paper]

2021

CAT-Net: Compression Artifact Tracing Network for Detection and Localization of Image Splicing (WACV '21) [Paper] [Code]
Image Splicing Detection, Localization and Attribution via JPEG Primary Quantization Matrix Estimation and Clustering (TIFS '21) [Paper] [Code]
Multiple Image Splicing Dataset (MISD): A Dataset for Multiple Splicing (Data, MDPI '21) [Paper]
Reality Transform Adversarial Generators for Image Splicing Forgery Detection and Localization (ICCV '21) [Paper]
Multi-Task Wavelet Corrected Network for Image Splicing Forgery Detection and Localization (ICME '21) [Paper]
Detection and Localization of Multiple Image Splicing Using MobileNet V1 (IEEE Access '21) [Paper]

2020 and before

D-Unet: A Dual-encoder U-Net for Image Splicing Forgery Detection and Localization (arXiv '20) [Paper]
Exposing splicing forgery in realistic scenes using deep fusion network (InfoS '20) [Paper]
Locating splicing forgery by adaptive-SVD noise estimation and vicinity noise descriptor (Neurocomputing '20) [Paper]
Adversarial Learning for Constrained Image Splicing Detection and Localization Based on Atrous Convolution (TIFS '19) [Paper] [Code]
RRU-Net: The Ringed Residual U-Net for Image Splicing Forgery Detection (CVPRW' 19) [Paper] [Code]
Mixed adversarial generators for image splice detection (NeuIPS '19) [Paper] [Code]
Image Splicing Localization via Semi-global Network and Fully Connected Conditional Random Fields (ECCV '18)
Image splicing localization using a multi-task fully convolutional network (mfcn) (JVCIR '18) [Paper] [Code]
Fighting Fake News: Image Splice Detection via Learned Self-Consistency (ECCV '18) [Paper] [Code]
Deep Fusion Network for Splicing Forgery Localization (ECCV '18)
Deep matching and validation network: An end-to-end solution to constrained image splicing localization and detection (MM '17) [Paper]

Image Harmonization

图像协调化

Toward Realistic Image Compositing with Adversarial Learning (CVPR '19) [Paper] [Code_unofficial]
Image Harmonization with Transformer (ICCV '21) [Paper]
SSH: A Self-Supervised Framework for Image Harmonization (ICCV '21) [Paper] [Code]
Image Harmonization with Region-wise Contrastive Learning (ArXiv '22) [Paper]
Harmonizer: Learning to Perform White-Box Image and Video Harmonization (ECCV '22) [Paper] [Code]
Spatial-Separated Curve Rendering Network for Efficient and High-Resolution Image Harmonization (ECCV '22) [Paper] [Code]
High-Resolution Image Harmonization via Collaborative Dual Transformations (CVPR '22) [Paper] [Code_unofficial]
SCS-Co: Self-Consistent Style Contrastive Learning for Image Harmonization (CVPR '22) [Paper] [Code]
PCT-Net: Full Resolution Image Harmonization Using Pixel-Wise Color Transformations (CVPR '23)
Semi-supervised Parametric Real-world Image Harmonization (CVPR '23) [Paper] [Code] [Project]
LEMaRT: Label-Efficient Masked Region Transform for Image Harmonization(CVPR '23) [Paper]
Burstormer: Burst Image Restoration and Enhancement Transformer (CVPR '23) [Paper] [Code]

Face Forgery

人脸篡改，篡改方法以及检测问题

Open-Set Deepfake Detection: A Parameter-Efficient Adaptation Method with Forgery Style Mixture
Hierarchical Forgery Classifier On Multi-modality Face Forgery Clues
Identity-Driven Multimedia Forgery Detection via Reference Assistance
MCS-GAN: A Different Understanding for Generalization of Deep Forgery Detection (TMM '23) [Paper]
Exposing the Deception: Uncovering More Forgery Clues for Deepfake Detection (AAAI '24) [Paper] [Code]
Contrastive Learning for DeepFake Classification and Localization via Multi-Label Ranking (CVPR '24)
Transcending Forgery Specificity with Latent Space Augmentation for Generalizable Deepfake Detection (CVPR '24) [Paper]
Poisoned Forgery Face: Towards Backdoor Attacks on Face Forgery Detection (ICLR '24) [Paper] [Code]
Improving Fairness in Deepfake Detection (WACV '24) [Paper] [Code]
Weakly-Supervised Deepfake Localization in Diffusion-Generated Images (WACV '24) [Paper] [Code]
Controllable Guide-Space for Generalizable Face Forgery Detection (ICCV '23) [Paper]
RAIRNet: Region-Aware Identity Rectification for Face Forgery Detection (MM '23) [Paper]
Not All Steps are Created Equal: Selective Diffusion Distillation for Image Manipulation (ICCV '23) [Paper] [Code]
UCF: Uncovering Common Features for Generalizable Deepfake Detection (ICCV '23) [Paper]
Learning Patch-Channel Correspondence for Interpretable Face Forgery Detection (TIP '23) [Paper] [Code]
Contrastive Multi-FaceForensics: An End-to-end Bi-grained Contrastive Learning Approach for Multi-face Forgery Detection (arXiv '23') [Paper]
Two-in-one Knowledge Distillation for Efficient Facial Forgery Detection (arXiv '23') [Paper]
AUNet: Learning Relations Between Action Units for Face Forgery Detection (CVPR '23) [Paper]
AltFreezing for More General Face Forgery Detection (CVPR '23) [Paper] **[Code]88
$F^2$Trans: High-Frequency Fine-Grained Transformer for Face Forgery Detection (TIFS '23) [Paper]
On the Security of the One-and-a-Half-Class Classifier for SPAM Feature-Based Image Forensics (TIFS '23) [Paper]
Multimodaltrace: Deepfake Detection Using Audiovisual Representation Learning (CVPRW '23) [Paper]
MC-LCR: Multi-modal contrastive classification by locally correlated representations for effective face forgery detection (KBS '22) [Paper]
Multi-Scale Wavelet Transformer for Face Forgery Detection (ACCV '22) [Paper]
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection (CVPR '22) [Paper] [Code]
SSTNet: Detecting Manipulated Faces Through Spatial, Steganalysis and Temporal Features (ICASSP '20) [Paper]
Portrait shadow manipulation (ACM MM / TOG '20) [Paper] [Code]

Copy Move

复制移动篡改定位问题

CMCF-Net: An End-to-End Context Multiscale Cross-Fusion Network for Robust Copy-Move Forgery Detection
Robust Image Hashing via CP Decomposition and DCT for Copy Detection (TOMM '24) [Paper]
Lightweight and High-Precision Network for Image Copy-Move Forgery Detection (SPL '24) [Paper]
Advancing Copy-Move Manipulation Detection in Complex Image Scenarios Through Multiscale Detector (IEEE Access ‘24) [Paper]
Cascaded Adaptive Graph Representation Learning for Image Copy-Move Forgery Detection (TOMM '24) [Paper]
Image Copy-Move Forgery Detection and Localization Scheme: How to Avoid Missed Detection and False Alarm (arXiv '24) [Paper] [Code]
Image Copy-Move Forgery Detection via Deep PatchMatch and Pairwise Ranking Learning (arXiv '24) [Paper]
Object-level Copy-Move Forgery Image Detection based on Inconsistency Mining (WWW '24) [Paper]
UCM-Net: A U-Net-Like Tampered-Region-Related Framework for Copy-Move Forgery Detection (TMM '24) [Paper]
An effective image copy-move forgery detection using entropy image (arXiv '23) [Paper]
CMFDFormer: Transformer-based Copy-Move Forgery Detection with Continual Learning (arXiv '23) [Paper]
An approach for copy-move image multiple forgery detection based on an optimized pre-trained deep learning model (KBS '23) [Paper]
Image Copy-Move Forgery Detection via Deep Cross-Scale PatchMatch (ICME '23) [Paper]
BusterNet: Detecting Copy-Move Image Forgery with Source/Target Localization (ECCV '18) [Paper] [Code]
A Serial Image Copy-Move Forgery Localization Scheme With Source/Target Distinguishment (TMM '20) [Paper] [Code]
DOA-GAN: Dual-Order Attentive Generative Adversarial Network for Image Copy-Move Forgery Detection and Localization (CVPR '20) [Paper] [Code]
Two-Stage Copy-Move Forgery Detection with Self Deep Matching and Proposal SuperGlue (TIP '22) [Paper]
QDL-CMFD: A Quality-independent and deep Learning-based Copy-Move image forgery detection method (Neurocomputing '22) [Paper] [Code]
Shrinking the Semantic Gap: Spatial Pooling of Local Moment Invariants for Copy-Move Forgery Detection (TIFS '23) [Paper] [Code]

Image Inpainting

Wavelet based inpainting detection
Enhanced Wavelet Scattering Network for image inpainting detection

Tamper Text in Detection

图像中的文本篡改检测问题 (parts of)

Image-based Freeform Handwriting Authentication with Energy-oriented Self-Supervised Learning
Generalized Tampered Scene Text Detection in the era of Generative AI
A Two-Stage Dual-Path Framework for Text Tampering Detection and Recognition (arXiv '24) [Paper]
CTP-Net: Character Texture Perception Network for Document Image Forgery Localization (arXiv '23) [Paper]
Toward Real Text Manipulation Detection: New Dataset and New Solution (arXiv '23) [Paper] [Code]
Towards Robust Tampered Text Detection in Document Image: New dataset and New Solution (CVPR '23) [Paper] [Code]
Progressive Supervision for Tampering Localization in Document Images (ICONIP '23) [Paper]
SigScatNet: A Siamese + Scattering based Deep Learning Approach for Signature Forgery Detection and Similarity Assessment (arXiv '23) [Paper]
Image Generation and Learning Strategy for Deep Document Forgery Detection (arXiv '23) [Paper]
Forgery-free signature verification with stroke-aware cycle-consistent generative adversarial network (Neurocomputing '22) [Paper] [Code]
Document Forgery Detection in the Context of Double JPEG Compression (ICPR '22) [Paper]

Low Level Vision

Related resources:

https://github.com/Kobaayyy/Awesome-ICCV2021-Low-Level-Vision
https://github.com/lcybuzz/Low-Level-Vision-Paper-Record

Low-level tasks include super-resolution, denoise, dehze, low-light enhancement, etc. High-level tasks include classification, detection, segmentation, etc. segmentation, and so on. However, the ones I have listed here are probably still mainly related to tampering detection.

Testing the new layout of paper title.

📖Paper, 👨‍💻Code, 📦Dataset, 🔗Other links, 📜News,

*Equal contribution. #Corresponding author.

(EVP) Explicit Visual Prompting for Low-Level Structure Segmentations (CVPR '23) 📖, 👨‍💻 (including defocus blur, shadow, forgery, camouflaged dection)

Weihuang Liu¹, Xi Shen², Chi-Man Pun^#,1, Xiaodong Cun^#,2

¹University of Macau ²Tencent AI Lab
SYENet: A Simple Yet Effective Network for Multiple Low-Level Vision Tasks with Real-time Performance on Mobile Device (ICCV '23) 📖, 👨‍💻

Weiran Gou^∗1,2, Ziyao Yi^∗1,2, Yan Xiang^1,2, Shaoqing Li^1,2, Zibin Liu^1,2, Dehui Kong^1,2, Ke Xu^#1,2

¹State Key Laboratory of Mobile Network and Mobile Multimedia Technology, ²Sanechips Technology, Chengdu, China
Q-Bench: A Benchmark for General-Purpose Foundation Models on Low-level Vision (ICLR '24_) 📖, 👨‍💻

Haoning Wu^1*, Zicheng Zhang^2*, Erli Zhang^1*, Chaofeng Chen¹, Liang Liao¹, Annan Wang¹, Chunyi Li², Wenxiu Sun³, Qiong Yan³, Guangtao Zhai², Weisi Lin^1#

¹Nanyang Technological University, ²Shanghai Jiaotong University, ³Sensetime Research

Image Matching

特征匹配，图像匹配问题。

FMRT: Learning Accurate Feature Matching with Reconciliatory Transformer(arXiv '23) [Paper]
LoFTR: Detector-Free Local Matching with Transformers (CVPR '21) [Paper] [Code]
PATS: Patch Area Transportation with Subdivision for Local Feature Matching (CVPR '23) [Paper] [Code] [Project]
Adaptive Spot-Guided Transformer for Consistent Local Feature Matching (CVPR '23) [Paper] [Code] [Project]
ObjectMatch: Robust Registration using Canonical Object Correspondences (CVPR '23) [Paper] [Code] [Project]

Object Detection

目标检测，包括伪装物体目标检测和突出目标检测，COD以及SOD。

HEAP: Unsupervised Object Discovery and Localization with Contrastive Grouping (AAAI '24) [Paper]
Endow SAM with Keen Eyes: Temporal-spatial Prompt Learning for Video Camouflaged Object Detection (CVPR '24)
VSCode: General Visual Salient and Camouflaged Object Detection with 2D Prompt Learning (CVPR '24) [Paper]
Weakly Supervised Open-Vocabulary Object Detection (AAAI '24) [Paper]
OTA: Optimal Transport Assignment for Object Detection (CVPR '21) [Paper] [Code]
Consistency-basd Active Learning for Object Detection (CVPRW '22) [Paper] [Code]
Zoom In and Out: A Mixed-scale Triplet Network for Camouflaged Object Detection (CVPR '22) [Paper] [Code]
Unsupervised Object Localization: Observing the Background to Discover Objects (CVPR '23) [Paper] [Code]
Camouflaged Object Detection with Feature Decomposition and Edge Reconstruction (CVPR '23) [Paper] [Code]
Feature Shrinkage Pyramid for Camouflaged Object Detection with Transformers (CVPR '23) [Paper] [Code]
Locate, Refine and Restore: A Progressive Enhancement Network for Camouflaged Object Detection (IJCAI '23) [Paper]
Spatial-Aware Token for Weakly Supervised Object Localization (ICCV '23) [Paper] [Code]
Generative Prompt Model for Weakly Supervised Object Localization (ICCV '23) [Paper] [Code]
Category-aware Allocation Transformer for Weakly Supervised Object Localization (ICCV '23) [Paper]

Semantic Segmentation

语义分割，将图片中完整语义（具有标签或者类别）的部分分割出来。不仅要进行目标检测检测到图像中的物体，还需要对每个像素分类。

Generative Semantic Segmentation (CVPR '23) [Paper] [Code]
EfficientViT: Lightweight Multi-Scale Attention for On-Device Semantic Segmentation [Paper] [Code]
CAT-Seg: Cost Aggregation for Open-Vocabulary Semantic Segmentation [Paper] [Code] [Project] [Note_community**]

Anomaly Detection

异常检测，通常用于发现与正常模式或预期模式不符的图像与视频。

Contextual Affinity Distillation for Image Anomaly Detection (WACV '24) [Paper]
PromptAD: Zero-Shot Anomaly Detection Using Text Prompts (WACV '24) [Paper]
Holistic Representation Learning for Multitask Trajectory Anomaly Detection (WACV '24) [Paper] [Code]

Useful Links

IJCAI 2024 Main Track Accepted Papers https://ijcai24.org/main-track-accepted-papers/
CVPR 2024 Accepted Papers https://cvpr2023.thecvf.com/Conferences/2024/AcceptedPapers
ICLR 2024 Papers List https://openreview.net/group?id=ICLR.cc/2024/Conference
WACV 2024 Papers https://openaccess.thecvf.com/WACV2024
MM 2023 Proceedings https://dl.acm.org/doi/proceedings/10.1145/3581783
ICML 2023 https://dblp.org/db/conf/icml/icml2023.html
ICCV 2023 Paper List https://huggingface.co/spaces/ICCV2023/ICCV2023-papers
AAAI 2023 https://dblp.org/db/conf/aaai/aaai2023.html
ECCV 2022 Accepted papers https://eccv2022.ecva.net/program/accepted-papers/
SIGGRAPH unofficial https://kesen.realtimerendering.com/ eg SIGGRAPH 2023 https://kesen.realtimerendering.com/sig2023.html
TIFS https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=10206
More...

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Footnotes

For the convenience of readers in checking the information of each paper, I have used different colors to mark the ranking of the conferences or journals where each paper was published on the CCF(China Computer Federation) Recommended List of International Conferences and Periodicals: A is marked in red, B in yellow, C in green, and sources not included are marked in grey. All articles are the result of the researchers' hard work, and the development and progress in the field of image tampering detection and localization cannot be separated from these outstanding researchers. "It should be pointed out that the recommended List by CCF for professionals and researchers on computing to publish their findings and results, is not sole criteria for academic evaluation, but as a suggestion or reference for the industry." ↩

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README.md

README.md

😀 Overview

Related

Basics

Backbone

Image Tampering

Image Editing

CNN-synthesized

Image Splicing

Image Harmonization

Face Forgery

Copy Move

Image Inpainting

Tamper Text in Detection

Low Level Vision

Image Matching

Object Detection

Semantic Segmentation

Anomaly Detection

Useful Links

Back to Home

Files

README.md

Latest commit

History

README.md

File metadata and controls

😀 Overview

Related

Basics

Backbone

Image Tampering

Image Editing

CNN-synthesized

Image Splicing

Image Harmonization

Face Forgery

Copy Move

Image Inpainting

Tamper Text in Detection

Low Level Vision

Image Matching

Object Detection

Semantic Segmentation

Anomaly Detection

Useful Links

Back to Home

Footnotes