PE-Mamba scans layer-by-layer features of a frozen vision transformer with a bidirectional Mamba module, reporting new state-of-the-art results on UniversalFakeDetect (96.6% mACC) and AIGCDetect (95.3% mACC).
Emerging properties in self-supervised vision trans- formers
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.CV 1years
2026 1verdicts
CONDITIONAL 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection
PE-Mamba scans layer-by-layer features of a frozen vision transformer with a bidirectional Mamba module, reporting new state-of-the-art results on UniversalFakeDetect (96.6% mACC) and AIGCDetect (95.3% mACC).