3 papers
cs.AR2026
Embedded Arena: Iterative Optimization via Hardware Feedback
Zhihan Zhang, Alexander Le Metzger, Jiuyang Lyu +10
Embedded devices from wildlife monitoring stations to clinical wearables require local AI inference due to latency, communication, or privacy constraints. Optimizing models for het…
cs.CV2025
Efficient Mixture of Geographical Species for On Device Wildlife Monitoring
Emmanuel Azuh Mensah, Joban Mand, Yueheng Ou +2
Efficient on-device models have become attractive for near-sensor insight generation, of particular interest to the ecological conservation community. For this reason, deep learnin…
cs.CV2024
Towards Vision Mixture of Experts for Wildlife Monitoring on the Edge
Emmanuel Azuh Mensah, Anderson Lee, Haoran Zhang +2
The explosion of IoT sensors in industrial, consumer and remote sensing use cases has come with unprecedented demand for computing infrastructure to transmit and to analyze petabyt…