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Deep learning papers notes sharing |
- Datasets Resources
- Nice Expression
- Research Methods (public information summery)
- Paper Resource Links
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]
图像篡改检测定位
- ObjectFormer for Image Manipulation Detection and Localization (CVPR '22) [Paper]
- TransForensics: Image Forgery Localization with Dense Self-Attention (ICCV '21) [Paper]
- Generate, Segment, and Refine: Towards Generic Manipulation Segmentation (AAAI '20) [Paper] [Code]
- 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]
- M2TR: Multi-modal Multi-scale Transformers for Deepfake Detection (ICMR '22) [Paper] [Code]
- Image manipulation detection by multiple tampering traces and edge artifact enhancement (PR '23) [Paper]
- MSTA-Net: Forgery Detection by Generating Manipulation Trace Based on Multi-Scale Self-Texture Attention (TCSVT '21) [Paper]
- 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]
- Image Manipulation Detection by Multi-View Multi-Scale Supervision (ICCV '21) [Paper] [Code]
- 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]
- 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]
- 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]
- Robust Image Forgery Detection Over Online Social Network Shared Images (CVPR '22) [Paper] [Code]
- 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]
- Image Manipulation Localization Using Multi-Scale Feature Fusion and Adaptive Edge Supervision (TMM '22) [Paper]
- ReLoc: A Restoration-Assisted Framework for Robust Image Tampering Localization (ArXiv '22) [Paper] [Code]
- 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]
- A Principled Design of Image Representation: Towards Forensic Tasks (TPAMI '22) [Paper] [Code]
- TBFormer: Two-Branch Transformer for Image Forgery Localization (ArXiv '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)
- MaLP: Manipulation Localization Using a Proactive Scheme (CVPR '23) [Paper] [Code]
- Discrepancy-Guided Reconstruction Learning for Image Forgery Detection (IJCAI '23) [Paper] [Code]
图像的拼接篡改检测定位
- Multi-Task SE-Network for Image Splicing Localization (TCSVT '21) [Paper] [Code]
- CAT-Net: Compression Artifact Tracing Network for Detection and Localization of Image Splicing (WACV '21) [Paper] [Code]
- Fighting Fake News: Image Splice Detection via Learned Self-Consistency (ECCV '18) [Paper] [Code]
- 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]
- Image Splicing Detection, Localization and Attribution via JPEG Primary Quantization Matrix Estimation and Clustering (TIFS '21) [Paper]
- Adversarial Learning for Constrained Image Splicing Detection and Localization Based on Atrous Convolution (TIFS '19) [Paper] [Code]
- Multiple Image Splicing Dataset (MISD): A Dataset for Multiple Splicing (Data, MDPI '21) [Paper]
- ET: Edge-Enhanced Transformer for Image Splicing Detection (SPL '22) [Paper]
- Reality Transform Adversarial Generators for Image Splicing Forgery Detection and Localization (ICCV '21) [Paper]
- RRU-Net: The Ringed Residual U-Net for Image Splicing Forgery Detection (CVPRW' 19) [Paper] [Code]
- Deep Metric Color Embeddings for Splicing Localization in Severely Degraded Images (TIFS '22) [Paper]
- Multi-Task Wavelet Corrected Network for Image Splicing Forgery Detection and Localization (ICME '21) [Paper]
图像协调化
- Harmonizer: Learning to Perform White-Box Image and Video Harmonization (ECCV '22) [Paper] [Code]
- Image Harmonization with Transformer (ICCV '21) [Paper]
- Image Harmonization with Region-wise Contrastive Learning (ArXiv '22) [Paper]
- Spatial-Separated Curve Rendering Network for Efficient and High-Resolution Image Harmonization (ECCV '22) [Paper] [Code]
- SSH: A Self-Supervised Framework for Image Harmonization (ICCV '21) [Paper] [Code]
- Toward Realistic Image Compositing with Adversarial Learning (CVPR '19) [Paper] [Code_unofficial]
- 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]
人脸篡改，篡改方法以及检测问题
- 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]
- SSTNet: Detecting Manipulated Faces Through Spatial, Steganalysis and Temporal Features (ICASSP '20) [Paper]
- Portrait shadow manipulation (ACM MM / TOG '20) [Paper] [Code]
- Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection (CVPR '22) [Paper] [Code]
- AUNet: Learning Relations Between Action Units for Face Forgery Detection (CVPR '23)
- AltFreezing for More General Face Forgery Detection (CVPR '23)
- $F^2$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]
复制移动篡改定位问题
- 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]
- A Serial Image Copy-Move Forgery Localization Scheme With Source/Target Distinguishment (TMM '20) [Paper] [Code]
- QDL-CMFD: A Quality-independent and deep Learning-based Copy-Move image forgery detection method (Neurocomputing '22) [Paper] [Code]
- BusterNet: Detecting Copy-Move Image Forgery with Source/Target Localization (ECCV '18) [Paper] [Code]
- Shrinking the Semantic Gap: Spatial Pooling of Local Moment Invariants for Copy-Move Forgery Detection (TIFS '23) [Paper] [Code]
特征匹配，图像匹配问题。
- 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]
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。
- Zoom In and Out: A Mixed-scale Triplet Network for Camouflaged Object Detection (CVPR '22) [Paper] [Code]
- OTA: Optimal Transport Assignment for Object Detection (CVPR '21) [Paper] [Code]
- Consistency-basd Active Learning for Object Detection (CVPRW '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)
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]
- ICLR 2023 Papers List https://openreview.net/group?id=ICLR.cc/2023/Conference
- CVPR 2023 Accepted Papers https://cvpr2023.thecvf.com/Conferences/2023/AcceptedPapers
- WACV 2023 Papers https://openaccess.thecvf.com/WACV2023
- IJCAI 2023 Accepted Papers List https://ijcai-23.org/main-track-accepted-papers/
- ECCV 2022 Accepted papers https://eccv2022.ecva.net/program/accepted-papers/
- MM 2022 Proceedings https://dl.acm.org/doi/proceedings/10.1145/3503161
- SIGGRAPH unofficial https://kesen.realtimerendering.com/ eg SIGGRAPH 2023 https://kesen.realtimerendering.com/sig2023.html
- ICML 2022 https://dblp.org/db/conf/icml/icml2022.html
- AAAI 2022 https://dblp.org/db/conf/aaai/aaai2022.html
- TIFS https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=10206
- More...