End-to-End Supermask Pruning: Learning to Prune Image Captioning Models

7 October 2021

Papers citing "End-to-End Supermask Pruning: Learning to Prune Image Captioning Models"

42 / 42 papers shown

Title
SparseRT: Accelerating Unstructured Sparsity on GPUs for Deep Learning Inference Ziheng Wang 54 68 0 26 Aug 2020
EagleEye: Fast Sub-net Evaluation for Efficient Neural Network Pruning Bailin Li Bowen Wu Jiang Su Guangrun Wang Liang Lin 61 174 0 06 Jul 2020
A Better Variant of Self-Critical Sequence Training Ruotian Luo BDL 40 37 0 22 Mar 2020
HRank: Filter Pruning using High-Rank Feature Map Mingbao Lin Rongrong Ji Yan Wang Yichen Zhang Baochang Zhang Yonghong Tian Ling Shao 62 724 0 24 Feb 2020
Channel Pruning via Automatic Structure Search Mingbao Lin Rongrong Ji Yuxin Zhang Baochang Zhang Yongjian Wu Yonghong Tian 88 243 0 23 Jan 2020
Meshed-Memory Transformer for Image Captioning Marcella Cornia Matteo Stefanini Lorenzo Baraldi Rita Cucchiara 56 874 0 17 Dec 2019
Fast Sparse ConvNets Erich Elsen Marat Dukhan Trevor Gale Karen Simonyan 127 152 0 21 Nov 2019
Structured Pruning of Recurrent Neural Networks through Neuron Selection Liangjiang Wen Xuanyang Zhang Haoli Bai Zenglin Xu 46 38 0 17 Jun 2019
Image Captioning: Transforming Objects into Words Simão Herdade Armin Kappeler K. Boakye Joao Soares ViT 96 468 0 14 Jun 2019
EigenDamage: Structured Pruning in the Kronecker-Factored Eigenbasis Chaoqi Wang Roger C. Grosse Sanja Fidler Guodong Zhang 52 123 0 15 May 2019
Deconstructing Lottery Tickets: Zeros, Signs, and the Supermask Hattie Zhou Janice Lan Rosanne Liu J. Yosinski UQCV 49 386 0 03 May 2019
COMIC: Towards A Compact Image Captioning Model with Attention J. Tan Chee Seng Chan Joon Huang Chuah VLM 45 40 0 04 Mar 2019
Discrimination-aware Channel Pruning for Deep Neural Networks Zhuangwei Zhuang Mingkui Tan Bohan Zhuang Jing Liu Yong Guo Qingyao Wu Junzhou Huang Jin-Hui Zhu 102 597 0 28 Oct 2018
Bayesian Compression for Natural Language Processing Nadezhda Chirkova E. Lobacheva Dmitry Vetrov BDL 35 15 0 25 Oct 2018
Rethinking the Value of Network Pruning Zhuang Liu Mingjie Sun Tinghui Zhou Gao Huang Trevor Darrell 36 1,469 0 11 Oct 2018
A Closer Look at Structured Pruning for Neural Network Compression Elliot J. Crowley Jack Turner Amos Storkey Michael F. P. O'Boyle 3DPC 50 31 0 10 Oct 2018
A Comprehensive Survey of Deep Learning for Image Captioning Md Zakir Hossain Ferdous Sohel M. Shiratuddin Hamid Laga VLM 3DV 79 773 0 06 Oct 2018
SNIP: Single-shot Network Pruning based on Connection Sensitivity Namhoon Lee Thalaiyasingam Ajanthan Philip Torr VLM 225 1,194 0 04 Oct 2018
Grow and Prune Compact, Fast, and Accurate LSTMs Xiaoliang Dai Hongxu Yin N. Jha VLM SyDa 48 90 0 30 May 2018
AutoPruner: An End-to-End Trainable Filter Pruning Method for Efficient Deep Model Inference Jian-Hao Luo Jianxin Wu 40 209 0 23 May 2018
The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks Jonathan Frankle Michael Carbin 198 3,453 0 09 Mar 2018
Efficient Neural Audio Synthesis Nal Kalchbrenner Erich Elsen Karen Simonyan Seb Noury Norman Casagrande Edward Lockhart Florian Stimberg Aaron van den Oord Sander Dieleman Koray Kavukcuoglu 84 867 0 23 Feb 2018
AMC: AutoML for Model Compression and Acceleration on Mobile Devices Yihui He Ji Lin Zhijian Liu Hanrui Wang Li Li Song Han 80 1,348 0 10 Feb 2018
Learning Sparse Neural Networks through $L_0$ Regularization Christos Louizos Max Welling Diederik P. Kingma 316 1,144 0 04 Dec 2017
NeST: A Neural Network Synthesis Tool Based on a Grow-and-Prune Paradigm Xiaoliang Dai Hongxu Yin N. Jha DD 75 235 0 06 Nov 2017
To prune, or not to prune: exploring the efficacy of pruning for model compression Michael Zhu Suyog Gupta 163 1,273 0 05 Oct 2017
Learning Intrinsic Sparse Structures within Long Short-Term Memory W. Wen Yuxiong He Samyam Rajbhandari Minjia Zhang Wenhan Wang Fang Liu Bin Hu Yiran Chen H. Li MQ 62 141 0 15 Sep 2017
Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering Peter Anderson Xiaodong He Chris Buehler Damien Teney Mark Johnson Stephen Gould Lei Zhang AIMat 111 4,206 0 25 Jul 2017
Exploring Sparsity in Recurrent Neural Networks Sharan Narang Erich Elsen G. Diamos Shubho Sengupta 38 312 0 17 Apr 2017
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 1.1K 20,781 0 17 Apr 2017
Self-critical Sequence Training for Image Captioning Steven J. Rennie E. Marcheret Youssef Mroueh Jerret Ross Vaibhava Goel 105 1,883 0 02 Dec 2016
Training Sparse Neural Networks Suraj Srinivas Akshayvarun Subramanya R. Venkatesh Babu 116 207 0 21 Nov 2016
Compression of Neural Machine Translation Models via Pruning A. See Minh-Thang Luong Christopher D. Manning MedIm VLM 50 221 0 29 Jun 2016
Generating Sentences from a Continuous Space Samuel R. Bowman Luke Vilnis Oriol Vinyals Andrew M. Dai Rafal Jozefowicz Samy Bengio DRL 96 2,358 0 19 Nov 2015
Learning both Weights and Connections for Efficient Neural Networks Song Han Jeff Pool J. Tran W. Dally CVBM 279 6,657 0 08 Jun 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 405 43,224 0 11 Feb 2015
Show, Attend and Tell: Neural Image Caption Generation with Visual Attention Ke Xu Jimmy Ba Ryan Kiros Kyunghyun Cho Aaron Courville Ruslan Salakhutdinov R. Zemel Yoshua Bengio DiffM 300 10,047 0 10 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.3K 149,820 0 22 Dec 2014
Deep Visual-Semantic Alignments for Generating Image Descriptions A. Karpathy Li Fei-Fei 84 5,578 0 07 Dec 2014
CIDEr: Consensus-based Image Description Evaluation Ramakrishna Vedantam C. L. Zitnick Devi Parikh 248 4,468 0 20 Nov 2014
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 353 43,524 0 01 May 2014
Estimating or Propagating Gradients Through Stochastic Neurons for Conditional Computation Yoshua Bengio Nicholas Léonard Aaron Courville 352 3,125 0 15 Aug 2013