2 papers
cs.CV2026
Detection is solved, delineation is not: what governs tooth segmentation on panoramic radiographs
Muhammad Rehan, Moaz Amjad, Syed Danial Ahmed +2
Automatic tooth segmentation and FDI numbering on panoramic radiographs underpins computer-assisted dental diagnosis, yet which factors govern performance remains unclear. We assem…
cs.CV2026
FORGE: Forward-Only Test-Time Adaptation for Integer-Only Vision Models on Microcontrollers
Muhammad Rehan, Haider Ali, Muhammad Ali Munir +1
Vision models deployed on microcontrollers (MCUs) are quantized to integer-only arithmetic and run in inference-only runtimes that do not carry the machinery backpropagation needs:…