Real-Time High-Speed
Seed Sorting System
FPGA-accelerated edge computing for deterministic multi-camera grain inspection and actuation engineered for industrial-grade sorting at scale.

Industry–Academia
Partnership Agreement
A formal industrial collaboration established between PSF, Alkaram Rice Engineering (Pvt.) Ltd., and the research team — formalizing joint development, funding commitment, and technology transfer for the Real-Time High-Speed Seed Sorting System.
FPGA-accelerated inspection platform delivering multi-stream 4K vision at up to 100 FPS with deterministic latency enabling reliable grain sorting in continuous industrial environments without any cloud dependency.
Hardware-accelerated histogram-based classification combined with real-time object recognition detects defects and triggers pneumatic ejection within ~10 ms fully aligned with Industry 4.0 automation requirements.
Vision Sensing
Multi-stream 4K at up to 100 FPS with GMSL, MIPI, and DVP camera interfaces. Synchronized wide-coverage arrays for full-lane inspection across any configuration.
FPGA Processing Pipeline
Parallel hardware acceleration powers histogram classification and object recognition — achieving ~10 ms detect-to-eject with zero OS jitter or scheduling delay.
Deterministic Performance
Fixed-cycle FPGA logic delivers timing predictability critical for aligning pneumatic ejection actuators precisely with high-speed conveyor dynamics.
Power Efficiency
1.79 W dynamic power enables continuous 24/7 operation while keeping energy costs minimal — built for always-on production environments.
Scalable Camera Integration
Flexible from compact single-lane to wide multi-lane deployments. Configure camera count and placement without modifying core processing logic.
Edge Industrial Integration
Fully on-site — no cloud dependency. Low-latency control signaling for synchronized ejection actuators, scalable to complete Industry 4.0 production lines.