Dynamic Neural Networks: A Survey

9 February 2021

Gao Huang

Yulin Wang

Papers citing "Dynamic Neural Networks: A Survey"

50 / 210 papers shown

Title
Dynamic ReLU Yinpeng Chen Xiyang Dai Mengchen Liu Dongdong Chen Lu Yuan Zicheng Liu 192 164 0 22 Mar 2020
Resolution Adaptive Networks for Efficient Inference Le Yang Yizeng Han Xi Chen Shiji Song Jifeng Dai Gao Huang 55 215 0 16 Mar 2020
Triple Wins: Boosting Accuracy, Robustness and Efficiency Together by Enabling Input-Adaptive Inference Ting-Kuei Hu Tianlong Chen Haotao Wang Zhangyang Wang OOD AAML 3DH 44 84 0 24 Feb 2020
The Tree Ensemble Layer: Differentiability meets Conditional Computation Hussein Hazimeh Natalia Ponomareva P. Mol Zhenyu Tan Rahul Mazumder UQCV AI4CE 257 78 0 18 Feb 2020
Dynamic Inference: A New Approach Toward Efficient Video Action Recognition Wenhao Wu Dongliang He Xiao Tan Shifeng Chen Yi Yang Shilei Wen 54 35 0 09 Feb 2020
Spatial-Adaptive Network for Single Image Denoising Meng Chang Qi Li H. Feng Zhi-hai Xu 40 153 0 28 Jan 2020
Fractional Skipping: Towards Finer-Grained Dynamic CNN Inference Jianghao Shen Y. Fu Yue Wang Pengfei Xu Zhangyang Wang Yingyan Lin MQ 42 44 0 03 Jan 2020
AdaBits: Neural Network Quantization with Adaptive Bit-Widths Qing Jin Linjie Yang Zhenyu A. Liao MQ 49 123 0 20 Dec 2019
PointRend: Image Segmentation as Rendering Alexander Kirillov Yuxin Wu Kaiming He Ross B. Girshick ISeg 63 890 0 17 Dec 2019
Listen to Look: Action Recognition by Previewing Audio Ruohan Gao Tae-Hyun Oh Kristen Grauman Lorenzo Torresani VLM 67 251 0 10 Dec 2019
Dynamic Convolution: Attention over Convolution Kernels Yinpeng Chen Xiyang Dai Mengchen Liu Dongdong Chen Lu Yuan Zicheng Liu 82 886 0 07 Dec 2019
Dynamic Convolutions: Exploiting Spatial Sparsity for Faster Inference Thomas Verelst Tinne Tuytelaars 40 149 0 06 Dec 2019
LiteEval: A Coarse-to-Fine Framework for Resource Efficient Video Recognition Zuxuan Wu Caiming Xiong Yu-Gang Jiang L. Davis 64 109 0 03 Dec 2019
SEAN: Image Synthesis with Semantic Region-Adaptive Normalization Peihao Zhu Rameen Abdal Yipeng Qin Peter Wonka DiffM 63 443 0 28 Nov 2019
Any-Precision Deep Neural Networks Haichao Yu Haoxiang Li Humphrey Shi Thomas S. Huang G. Hua MQ 61 63 0 17 Nov 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 55 30 0 16 Nov 2019
Depth-Adaptive Transformer Maha Elbayad Jiatao Gu Edouard Grave Michael Auli 72 189 0 22 Oct 2019
Self-Adaptive Network Pruning Jinting Chen Zhaocheng Zhu Chengwei Li Yuming Zhao 3DPC 27 22 0 20 Oct 2019
Learning to Predict Layout-to-image Conditional Convolutions for Semantic Image Synthesis Xihui Liu Guojun Yin Jing Shao Xiaogang Wang Hongsheng Li 71 205 0 15 Oct 2019
ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks Qilong Wang Banggu Wu Peng Fei Zhu P. Li W. Zuo Q. Hu 131 3,957 0 08 Oct 2019
Deformable Kernels: Adapting Effective Receptive Fields for Object Deformation Hang Gao Xizhou Zhu Steve Lin Jifeng Dai 66 64 0 07 Oct 2019
Implicit Semantic Data Augmentation for Deep Networks Yulin Wang Xuran Pan Shiji Song Hong Zhang Cheng Wu Gao Huang 56 199 0 26 Sep 2019
Meta-Neighborhoods Siyuan Shan Yang Li Junier Oliva 118 13 0 18 Sep 2019
Squeeze-and-Attention Networks for Semantic Segmentation Zilong Zhong Z. Q. Lin Rene Bidart Xiaodan Hu Ibrahim Ben Daya Zhifeng Li Wei-Shi Zheng Jonathan Li A. Wong SSeg 50 234 0 08 Sep 2019
Improved Techniques for Training Adaptive Deep Networks Hao Li Hong Zhang Xiaojuan Qi Ruigang Yang Gao Huang 59 132 0 17 Aug 2019
Message Passing Attention Networks for Document Understanding Giannis Nikolentzos A. Tixier Michalis Vazirgiannis GNN 63 67 0 17 Aug 2019
Multi-Agent Reinforcement Learning Based Frame Sampling for Effective Untrimmed Video Recognition Wenhao Wu Dongliang He Xiao Tan Shifeng Chen Shilei Wen 52 128 0 31 Jul 2019
Learning Instance-wise Sparsity for Accelerating Deep Models Chuanjian Liu Yunhe Wang Kai Han Chunjing Xu Chang Xu 32 27 0 27 Jul 2019
Learned Image Downscaling for Upscaling using Content Adaptive Resampler Wanjie Sun Zhenzhong Chen DiffM SupR 43 137 0 22 Jul 2019
Efficient Segmentation: Learning Downsampling Near Semantic Boundaries D. Marin Zijian He Peter Vajda Priyam Chatterjee Sam S. Tsai Fei Yang Yuri Boykov SSeg 32 87 0 16 Jul 2019
Batch-Shaping for Learning Conditional Channel Gated Networks B. Bejnordi Tijmen Blankevoort Max Welling AI4CE 53 76 0 15 Jul 2019
Dual Dynamic Inference: Enabling More Efficient, Adaptive and Controllable Deep Inference Yue Wang Jianghao Shen Ting-Kuei Hu Pengfei Xu T. Nguyen Richard Baraniuk Zhangyang Wang Yingyan Lin 51 76 0 10 Jul 2019
CARAFE: Content-Aware ReAssembly of FEatures Jiaqi Wang Kai-xiang Chen Rui Xu Ziwei Liu Chen Change Loy Dahua Lin 75 568 0 06 May 2019
Spatio-Temporal Filter Adaptive Network for Video Deblurring Shangchen Zhou Jiawei Zhang Jin-shan Pan Haozhe Xie W. Zuo Jimmy S. J. Ren 54 193 0 28 Apr 2019
DynamoNet: Dynamic Action and Motion Network Ali Diba Vivek Sharma Luc Van Gool Rainer Stiefelhagen 72 110 0 25 Apr 2019
KPConv: Flexible and Deformable Convolution for Point Clouds Hugues Thomas C. Qi Jean-Emmanuel Deschaud B. Marcotegui F. Goulette Leonidas Guibas 3DPC 149 2,518 0 18 Apr 2019
Adaptive Weighting Multi-Field-of-View CNN for Semantic Segmentation in Pathology Hiroki Tokunaga Y. Teramoto Akihiko Yoshizawa Ryoma Bise 45 118 0 12 Apr 2019
TAFE-Net: Task-Aware Feature Embeddings for Low Shot Learning Xin Wang Feng Yu Ruth Wang Trevor Darrell Joseph E. Gonzalez 58 104 0 11 Apr 2019
An Empirical Study of Spatial Attention Mechanisms in Deep Networks Xizhou Zhu Dazhi Cheng Zheng Zhang Stephen Lin Jifeng Dai 69 409 0 11 Apr 2019
Pixel-Adaptive Convolutional Neural Networks Hang Su Varun Jampani Deqing Sun Orazio Gallo Erik Learned-Miller Jan Kautz 68 287 0 10 Apr 2019
CondConv: Conditionally Parameterized Convolutions for Efficient Inference Brandon Yang Gabriel Bender Quoc V. Le Jiquan Ngiam MedIm 3DV 65 628 0 10 Apr 2019
SCSampler: Sampling Salient Clips from Video for Efficient Action Recognition Bruno Korbar Du Tran Lorenzo Torresani 61 224 0 08 Apr 2019
Adaptively Connected Neural Networks Guangrun Wang Keze Wang Liang Lin 50 47 0 07 Apr 2019
An Attentive Survey of Attention Models S. Chaudhari Varun Mithal Gungor Polatkan R. Ramanath 118 649 0 05 Apr 2019
VideoBERT: A Joint Model for Video and Language Representation Learning Chen Sun Austin Myers Carl Vondrick Kevin Patrick Murphy Cordelia Schmid VLM SSL 56 1,238 0 03 Apr 2019
SRM : A Style-based Recalibration Module for Convolutional Neural Networks HyunJae Lee Hyo-Eun Kim Hyeonseob Nam 41 222 0 26 Mar 2019
Neural Speed Reading with Structural-Jump-LSTM Christian B. Hansen Casper Hansen Stephen Alstrup J. Simonsen Christina Lioma 46 36 0 20 Mar 2019
Semantic Image Synthesis with Spatially-Adaptive Normalization Taesung Park Ming-Yuan Liu Ting-Chun Wang Jun-Yan Zhu 134 2,679 0 18 Mar 2019
Selective Kernel Networks Xiang Li Wenhai Wang Xiaolin Hu Jian Yang 86 2,015 0 15 Mar 2019
Meta-SR: A Magnification-Arbitrary Network for Super-Resolution Xuecai Hu Haoyuan Mu Xiangyu Zhang Zilei Wang Tieniu Tan Jian Sun SupR 70 402 0 03 Mar 2019