ML Research Wiki / Benchmarks / Image Manipulation Localization / Casia V1+

Casia V1+

Image Manipulation Localization Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: Average Pixel F1(Fixed threshold)

Top Performing Models

Rank Model Paper Average Pixel F1(Fixed threshold) Date Code
1 CMX (RGB+SRM) CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers 0.79 2022-03-09 📦 huaaaliu/rgbx_semantic_segmentation
2 Early Fusion MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and Localization 0.78 2023-12-04 📦 idt-iti/mmfusion-iml
3 Late Fusion MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and Localization 0.78 2023-12-04 📦 idt-iti/mmfusion-iml
4 CMX (RGB+Bayar) CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers 0.77 2022-03-09 📦 huaaaliu/rgbx_semantic_segmentation
5 CMX (RGB+NP++) CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers 0.76 2022-03-09 📦 huaaaliu/rgbx_semantic_segmentation
6 CAT-Net v2 Learning JPEG Compression Artifacts for Image Manipulation Detection and Localization 0.75 2021-08-30 📦 mjkwon2021/cat-net
7 TruFor TruFor: Leveraging all-round clues for trustworthy image forgery detection and localization 0.74 2022-12-21 -
8 MVSS-Net Image Manipulation Detection by Multi-View Multi-Scale Supervision 0.53 2021-04-14 📦 dong03/MVSS-Net 📦 dddb11/MVSS-Net
9 CR-CNN Constrained R-CNN: A general image manipulation detection model 0.48 2019-11-19 -

All Papers (9)

huaaaliu/rgbx_semantic_segmentation
idt-iti/mmfusion-iml
idt-iti/mmfusion-iml
huaaaliu/rgbx_semantic_segmentation
huaaaliu/rgbx_semantic_segmentation
mjkwon2021/cat-net
dong03/MVSS-Net dddb11/MVSS-Net