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 40 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 10 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 8 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 11 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 8 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 10 106 0 09 Jun 2021
Multi-Exit Semantic Segmentation Networks Alexandros Kouris Stylianos I. Venieris Stefanos Laskaridis Nicholas D. Lane 13 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