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Dual-Integrated Low-Latency Single-Lens Infrared Computational Imaging for Object Detection

Announce Type: replace-cross Abstract: Computational imaging enables compact infrared systems, but deep-learning pipelines that combine image reconstruction and object detection often introduce substantial inference latency. Most existing acceleration strategies compress the reconstruction network while overlooking physical priors from the optical path, leaving a trade-off between accuracy and speed. We present Physics-aware Dual-Integrated Network (PDI-Net), a low-latency framework that...

arXiv Physics 8d ago

Dual-Integrated Low-Latency Single-Lens Infrared Computational Imaging for Object Detection

Announce Type: replace Abstract: Computational imaging enables compact infrared systems, but deep-learning pipelines that combine image reconstruction and object detection often introduce substantial inference latency. Most existing acceleration strategies compress the reconstruction network while overlooking physical priors from the optical path, leaving a trade-off between accuracy and speed. We present Physics-aware Dual-Integrated Network (PDI-Net), a low-latency framework that...

arXiv CS 8d ago