It's always personal: Using Early Exits for Efficient On-Device CNN
Personalisation

It's always personal: Using Early Exits for Efficient On-Device CNN Personalisation

2 February 2021

Ilias Leontiadis

Stefanos Laskaridis

Stylianos I. Venieris

Nicholas D. Lane

Papers citing "It's always personal: Using Early Exits for Efficient On-Device CNN Personalisation"

16 / 16 papers shown

Title
HELIOS: Adaptive Model And Early-Exit Selection for Efficient LLM Inference Serving Avinash Kumar Shashank Nag Jason Clemons L. John Poulami Das 26 0 0 14 Apr 2025
BlabberSeg: Real-Time Embedded Open-Vocabulary Aerial Segmentation Haechan Mark Bong Ricardo de Azambuja Giovanni Beltrame VLM 26 0 0 16 Oct 2024
EdgeFM: Leveraging Foundation Model for Open-set Learning on the Edge Bufang Yang Lixing He Neiwen Ling Zhenyu Yan Guoliang Xing Xian Shuai Xiaozhe Ren Xin Jiang 43 20 0 18 Nov 2023
Efficient IoT Inference via Context-Awareness Mohammad Mehdi Rastikerdar Jin Huang Shiwei Fang Hui Guan Deepak Ganesan 10 0 0 29 Oct 2023
Mind Your Heart: Stealthy Backdoor Attack on Dynamic Deep Neural Network in Edge Computing Tian Dong Ziyuan Zhang Han Qiu Tianwei Zhang Hewu Li T. Wang AAML 12 6 0 22 Dec 2022
Federated Learning for Inference at Anytime and Anywhere Zicheng Liu Da Li Javier Fernandez-Marques Stefanos Laskaridis Yan Gao L. Dudziak Stan Z. Li S. Hu Timothy M. Hospedales FedML 10 5 0 08 Dec 2022
Taxonomic Classification of IoT Smart Home Voice Control M. Hewitt H. Cunningham 11 1 0 24 Oct 2022
T-RECX: Tiny-Resource Efficient Convolutional neural networks with early-eXit N. Ghanathe Steve Wilton 13 9 0 14 Jul 2022
Low-Cost On-device Partial Domain Adaptation (LoCO-PDA): Enabling efficient CNN retraining on edge devices A. Rajagopal C. Bouganis 17 0 0 01 Mar 2022
Benchmarking of DL Libraries and Models on Mobile Devices Qiyang Zhang Xiang Li Xiangying Che Xiao Ma Ao Zhou Mengwei Xu Shangguang Wang Yun Ma Xuanzhe Liu 10 48 0 14 Feb 2022
Smart at what cost? Characterising Mobile Deep Neural Networks in the wild Mario Almeida Stefanos Laskaridis Abhinav Mehrotra L. Dudziak Ilias Leontiadis Nicholas D. Lane HAI 95 44 0 28 Sep 2021
perf4sight: A toolflow to model CNN training performance on Edge GPUs A. Rajagopal C. Bouganis 10 7 0 12 Aug 2021
How to Reach Real-Time AI on Consumer Devices? Solutions for Programmable and Custom Architectures Stylianos I. Venieris Ioannis Panopoulos Ilias Leontiadis I. Venieris 20 6 0 21 Jun 2021
Adaptive Inference through Early-Exit Networks: Design, Challenges and Directions Stefanos Laskaridis Alexandros Kouris Nicholas D. Lane TPM 12 106 0 09 Jun 2021
Multi-Exit Semantic Segmentation Networks Alexandros Kouris Stylianos I. Venieris Stefanos Laskaridis Nicholas D. Lane 15 30 0 07 Jun 2021
On-device Federated Learning with Flower Akhil Mathur Daniel J. Beutel Pedro Porto Buarque de Gusmão Javier Fernandez-Marques Taner Topal Xinchi Qiu Titouan Parcollet Yan Gao Nicholas D. Lane FedML 30 36 0 07 Apr 2021