Dynamic Deep Neural Networks: Optimizing Accuracy-Efficiency Trade-offs by Selective Execution

2 January 2017

Papers citing "Dynamic Deep Neural Networks: Optimizing Accuracy-Efficiency Trade-offs by Selective Execution"

28 / 28 papers shown

Title
Predicting Probabilities of Error to Combine Quantization and Early Exiting: QuEE Florence Regol Joud Chataoui Bertrand Charpentier Mark J. Coates Pablo Piantanida Stephan Gunnemann 45 0 0 20 Jun 2024
Model Adaptation for Time Constrained Embodied Control Jaehyun Song Minjong Yoo Honguk Woo 42 0 0 17 Jun 2024
GPFL: Simultaneously Learning Global and Personalized Feature Information for Personalized Federated Learning Jianqing Zhang Yang Hua Hao Wang Tao Song Zhengui Xue Ruhui Ma Jianyin Cao Haibing Guan 39 23 0 20 Aug 2023
Combining Multi-Objective Bayesian Optimization with Reinforcement Learning for TinyML M. Deutel G. Kontes Christopher Mutschler Jürgen Teich 52 0 0 23 May 2023
Small-footprint slimmable networks for keyword spotting Zuhaib Akhtar Mohammad Omar Khursheed Dongsu Du Yuzong Liu 30 2 0 21 Apr 2023
GradMDM: Adversarial Attack on Dynamic Networks Jianhong Pan Lin Geng Foo Qichen Zheng Zhipeng Fan Hossein Rahmani Qiuhong Ke Xiaozhong Liu AAML 16 6 0 01 Apr 2023
Towards Inference Efficient Deep Ensemble Learning Ziyue Li Kan Ren Yifan Yang Xinyang Jiang Yuqing Yang Dongsheng Li BDL 26 12 0 29 Jan 2023
Towards Disentangling Information Paths with Coded ResNeXt Apostolos Avranas Marios Kountouris FAtt 17 1 0 10 Feb 2022
AdaViT: Adaptive Tokens for Efficient Vision Transformer Hongxu Yin Arash Vahdat J. Álvarez Arun Mallya Jan Kautz Pavlo Molchanov ViT 35 314 0 14 Dec 2021
FOVEA: Foveated Image Magnification for Autonomous Navigation Chittesh Thavamani Mengtian Li N. Cebron Deva Ramanan 33 32 0 27 Aug 2021
AppealNet: An Efficient and Highly-Accurate Edge/Cloud Collaborative Architecture for DNN Inference Min Li Yu Li Ye Tian Li Jiang Qiang Xu 36 33 0 10 May 2021
Coarse-Fine Networks for Temporal Activity Detection in Videos Kumara Kahatapitiya Michael S. Ryoo AI4TS 53 38 0 01 Mar 2021
Bringing AI To Edge: From Deep Learning's Perspective Di Liu Hao Kong Xiangzhong Luo Weichen Liu Ravi Subramaniam 52 116 0 25 Nov 2020
MicroNet: Towards Image Recognition with Extremely Low FLOPs Yunsheng Li Yinpeng Chen Xiyang Dai Dongdong Chen Mengchen Liu Lu Yuan Zicheng Liu Lei Zhang Nuno Vasconcelos 30 25 0 24 Nov 2020
WeightNet: Revisiting the Design Space of Weight Networks Ningning Ma Xinming Zhang Jiawei Huang Jian Sun 16 106 0 23 Jul 2020
Dynamic Group Convolution for Accelerating Convolutional Neural Networks Z. Su Linpu Fang Wenxiong Kang D. Hu M. Pietikäinen Li Liu 15 44 0 08 Jul 2020
AdaDeep: A Usage-Driven, Automated Deep Model Compression Framework for Enabling Ubiquitous Intelligent Mobiles Sicong Liu Junzhao Du Kaiming Nan Zimu Zhou Zhangyang Wang Yingyan Lin 32 30 0 08 Jun 2020
Improving IoT Analytics through Selective Edge Execution Apostolos Galanopoulos Argyrios G. Tasiopoulos Georgios Iosifidis Theodoros Salonidis D. Leith 19 3 0 07 Mar 2020
Dynamic Convolution: Attention over Convolution Kernels Yinpeng Chen Xiyang Dai Mengchen Liu Dongdong Chen Lu Yuan Zicheng Liu 33 869 0 07 Dec 2019
S2DNAS:Transforming Static CNN Model for Dynamic Inference via Neural Architecture Search Zhihang Yuan Bingzhe Wu Zheng Liang Shiwan Zhao Weichen Bi Guangyu Sun 27 30 0 16 Nov 2019
Interpretable Image Recognition with Hierarchical Prototypes Peter Hase Chaofan Chen Oscar Li Cynthia Rudin VLM 17 110 0 25 Jun 2019
Interpretable Neural Network Decoupling Yuchao Li Rongrong Ji Shaohui Lin Baochang Zhang Chenqian Yan Yongjian Wu Feiyue Huang Ling Shao 37 2 0 04 Jun 2019
Dynamic Neural Network Channel Execution for Efficient Training Simeon E. Spasov Pietro Lió 19 4 0 15 May 2019
Slimmable Neural Networks Jiahui Yu L. Yang N. Xu Jianchao Yang Thomas Huang 22 547 0 21 Dec 2018
InstaNAS: Instance-aware Neural Architecture Search A. Cheng Chieh Hubert Lin Da-Cheng Juan Wei Wei Min Sun 24 46 0 26 Nov 2018
SpotTune: Transfer Learning through Adaptive Fine-tuning Yunhui Guo Humphrey Shi Abhishek Kumar Kristen Grauman Tajana Simunic Rogerio Feris 36 445 0 21 Nov 2018
Dynamic Channel Pruning: Feature Boosting and Suppression Xitong Gao Yiren Zhao L. Dudziak Robert D. Mullins Chengzhong Xu 33 311 0 12 Oct 2018
Skip RNN: Learning to Skip State Updates in Recurrent Neural Networks Victor Campos Brendan Jou Xavier Giró-i-Nieto Jordi Torres Shih-Fu Chang 21 217 0 22 Aug 2017