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Image Manipulation Localization 벤치마크

Image Manipulation Localization on COVERAGE(Protocol-CAT)

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0.196 0.3105 0.425 0.5395 0.654 2019-06 2026-09 Mantra-Net — 0.196 (2019-06-01) PSCC — 0.379 (2021-03-19) CAT-Net — 0.427 (2021-08-30) MVSS-Net — 0.498 (2021-12-16) ObjectFormer — 0.257 (2022-03-28) Trufor — 0.457 (2022-12-21) IML-ViT — 0.654 (2023-07-27) Mesorch — 0.5862 (2024-12-18) Mantra-Net — 0.196 (2019-06-01) PSCC — 0.379 (2021-03-19) CAT-Net — 0.427 (2021-08-30) MVSS-Net — 0.498 (2021-12-16) IML-ViT — 0.654 (2023-07-27)
RankModel Pixel Binary F1 PaperCodeYear
1 IML-ViT 0.654 IML-ViT: Benchmarking Image Manipulation Localization by Vision Transformer sunnyhaze/iml-vit 2023
2 Mesorch 0.5862 Mesoscopic Insights: Orchestrating Multi-scale & Hybrid Architecture for Image Manipulation Localization scu-zjz/Mesorch 2024
3 MVSS-Net 0.498 MVSS-Net: Multi-View Multi-Scale Supervised Networks for Image Manipulation Detection dong03/MVSS-Net · dddb11/MVSS-Net 2021
4 Trufor 0.457 TruFor: Leveraging all-round clues for trustworthy image forgery detection and localization 2022
5 CAT-Net 0.427 Learning JPEG Compression Artifacts for Image Manipulation Detection and Localization mjkwon2021/cat-net 2021
6 PSCC 0.379 PSCC-Net: Progressive Spatio-Channel Correlation Network for Image Manipulation Detection and Localization proteus1991/pscc-net 2021
7 ObjectFormer 0.257 ObjectFormer for Image Manipulation Detection and Localization 2022
8 Mantra-Net 0.196 ManTra-Net: Manipulation Tracing Network for Detection and Localization of Image Forgeries With Anomalous Features ISICV/ManTraNet · RonyAbecidan/Mantranet-pytorch · SunnyHaze/ManTraNet-Pytorch 2019
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