4 papers
StarBOA: Real-Time Mamba State-Space Unrolling for Sparse Radar Micro-Doppler in ISAC Networks
Mustafa Bora Çelik, Ceren Çelik, Orhan Gazi
In Integrated Sensing and Communications (ISAC), radar sensing must operate under chirp subsampling with up to 90\% missing data. An attention-based baseline, limited to a 52~ms bu…
Groupwise Selective State-Space Filtering for Accurate and Streaming Action Boundary Detection
Mustafa Bora Çelik
Action boundary detection partitions untrimmed video into intervals without assigning action classes. We present a boundary-detection adapter operating on pre-extracted video featu…
SCDM: Spatial-Contextual Disentanglement Mamba via Differential Inference for Efficient Image Classification
Mustafa Bora Çelik, Hayriye Aktaş Dinçer, Ayse Keles
State Space Models (SSMs), particularly VMamba, have emerged as efficient alternatives for modeling long-range dependencies in medical image analysis. However, distinguishing subtl…
MamBOA: State-Space Architecture for Video Recognition
Mustafa Bora Çelik
Fine-grained action recognition demands temporal reasoning that general-purpose architectures address through different cost-accuracy tradeoffs: 3D dense operators couple computati…