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2025

3.

Farcas, Allen-Jasmin; Song, Hyun Joon; Marculescu, Radu

Federated Continual Learning for Monocular Depth Estimation in Dynamic Indoor Environments Conference

21st International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT 2025), 2025.

Links | BibTeX | Tags: Continual Learning, Federated Learning, Monocular Depth Estimation

2.

Farcas, Allen-Jasmin; Marculescu, Radu

Demo Abstract: Lightweight Training and Inference for Self-Supervised Depth Estimation on Edge Devices Conference

Proceedings of the 23rd ACM Conference on Embedded Networked Sensor Systems (SenSys 2025), 2025.

Links | BibTeX | Tags: Edge AI, Efficient Inference, Federated Learning, Monocular Depth Estimation, Self-Supervised Learning

2024

1.

Farcas, Allen-Jasmin; Cooper, Geffen; Song, Hyun Joon; Mir, Afnan; Liew, Vincent; Tang, Chloe; Senthilkumar, Prithvi; Chen-Troester, Tiani; Marculescu, Radu

Demo Abstract: Online Training and Inference for On-Device Monocular Depth Estimation Conference

Proceedings of the 9th ACM/IEEE Conference on Internet of Things Design and Implementation, 2024.

Links | BibTeX | Tags: Edge AI, Efficient Inference, Monocular Depth Estimation, On-device Training