hyperspectral-anomaly-detection

The official repo for [TPAMI'25] "HyperSIGMA: Hyperspectral Intelligence Comprehension Foundation Model"

[TGRS 2023 ESI Highly Cited Paper (TOP 1%)🏆] PDBSNet: Pixel-Shuffle Downsampling Blind-Spot Reconstruction Network for Hyperspectral Anomaly Detection

[TGRS 2024] MSNet: Self-Supervised Multiscale Network with Enhanced Separation Training for Hyperspectral Anomaly Detection.

[JSTARS 2025 ESI Highly Cited Paper (TOP 1%)🏆] Non-Local and Local Feature-Coupled Self-Supervised Network for Hyperspectral Anomaly Detection

[TGRS 2024 ESI Highly Cited Paper (TOP 1%)🏆] Sliding Dual-Window-Inspired Reconstruction Network for Hyperspectral Anomaly Detection

[TGRS 2023 ESI Highly Cited Paper (TOP 1%)🏆] BockNet: Blind-Block Reconstruction Network with a Guard Window for Hyperspectral Anomaly Detection

[GRSL 2024 ESI Highly Cited Paper (TOP 1%)🏆] Global Feature-Injected Blind-Spot Network for Hyperspectral Anomaly Detection

This repository FERD contains the implementation of the algorithm described in the paper "Feature Enhancement with Reverse Distillation for Hyperspectral Anomaly Detection".

Overcoming the Identity Mapping Problem in Self-Supervised Hyperspectral Anomaly Detection

Generalized nonconvex hyperspectral anomaly detection via background representation learning with dictionary constraint

Official PyTorch implementation of JLSAE: Joint Low-Rank and Sparse Autoencoder for Hyperspectral Anomaly Detection