Improved training of binary networks for human pose estimation and image recognition

11 April 2019

Adrian Bulat

Georgios Tzimiropoulos

Jean Kossaifi

Maja Pantic

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Papers citing "Improved training of binary networks for human pose estimation and image recognition"

24 / 24 papers shown

Title
Signed Binary Weight Networks Sachit Kuhar Alexey Tumanov Judy Hoffman MQ 86 1 0 25 Nov 2022
LAB: Learnable Activation Binarizer for Binary Neural Networks Sieger Falkena Hadi Jamali Rad Jan van Gemert MQ 95 3 0 25 Oct 2022
IR2Net: Information Restriction and Information Recovery for Accurate Binary Neural Networks Ping Xue Yang Lu Jingfei Chang Xing Wei Zhen Wei MQ 134 0 0 06 Oct 2022
How to train accurate BNNs for embedded systems? F. D. Putter Henk Corporaal MQ 75 6 0 24 Jun 2022
Binarizing by Classification: Is soft function really necessary? Yefei He Luoming Zhang Weijia Wu Hong Zhou MQ 116 3 0 16 May 2022
Bimodal Distributed Binarized Neural Networks T. Rozen Moshe Kimhi Brian Chmiel A. Mendelson Chaim Baskin MQ 124 4 0 05 Apr 2022
Bit-wise Training of Neural Network Weights Cristian Ivan MQ 52 0 0 19 Feb 2022
PokeBNN: A Binary Pursuit of Lightweight Accuracy Yichi Zhang Zhiru Zhang Lukasz Lew MQ 106 62 0 30 Nov 2021
Bias-Variance Tradeoffs in Single-Sample Binary Gradient Estimators Alexander Shekhovtsov MQ 88 5 0 07 Oct 2021
How Do Adam and Training Strategies Help BNNs Optimization? Zechun Liu Zhiqiang Shen Shichao Li K. Helwegen Dong Huang Kwang-Ting Cheng ODL MQ 83 86 0 21 Jun 2021
ReCU: Reviving the Dead Weights in Binary Neural Networks Zihan Xu Mingbao Lin Jianzhuang Liu Jie Chen Ling Shao Yue Gao Yonghong Tian Rongrong Ji MQ 84 84 0 23 Mar 2021
Binary Graph Neural Networks Mehdi Bahri Gaétan Bahl Stefanos Zafeiriou GNN AI4CE 78 54 0 31 Dec 2020
FracBNN: Accurate and FPGA-Efficient Binary Neural Networks with Fractional Activations Yichi Zhang Junhao Pan Xinheng Liu Hongzheng Chen Deming Chen Zhiru Zhang MQ 107 96 0 22 Dec 2020
Improving Accuracy of Binary Neural Networks using Unbalanced Activation Distribution Hyungjun Kim Jihoon Park Chang-Ho Lee Jae-Joon Kim MQ 87 31 0 02 Dec 2020
High-Capacity Expert Binary Networks Adrian Bulat Brais Martínez Georgios Tzimiropoulos MQ 98 59 0 07 Oct 2020
BCNN: A Binary CNN with All Matrix Ops Quantized to 1 Bit Precision A. Redfern Lijun Zhu Molly K. Newquist MQ 175 12 0 01 Oct 2020
Reintroducing Straight-Through Estimators as Principled Methods for Stochastic Binary Networks Alexander Shekhovtsov Dmitry Molchanov MQ 81 16 0 11 Jun 2020
EfficientPose: Scalable single-person pose estimation Daniel Groos H. Ramampiaro Espen A. F. Ihlen 3DH 87 77 0 25 Apr 2020
Binary Neural Networks: A Survey Haotong Qin Ruihao Gong Xianglong Liu Xiao Bai Jingkuan Song N. Sebe MQ 145 476 0 31 Mar 2020
Training Binary Neural Networks with Real-to-Binary Convolutions Brais Martínez Jing Yang Adrian Bulat Georgios Tzimiropoulos MQ 89 230 0 25 Mar 2020
Lightweight 3D Human Pose Estimation Network Training Using Teacher-Student Learning D. Hwang Suntae Kim Nicolas Monet Hideki Koike Soonmin Bae 3DH 67 39 0 15 Jan 2020
Least squares binary quantization of neural networks Hadi Pouransari Zhucheng Tu Oncel Tuzel MQ 82 32 0 09 Jan 2020
Forward and Backward Information Retention for Accurate Binary Neural Networks Haotong Qin Ruihao Gong Xianglong Liu Mingzhu Shen Ziran Wei F. Yu Jingkuan Song MQ 220 333 0 24 Sep 2019
Latent Weights Do Not Exist: Rethinking Binarized Neural Network Optimization K. Helwegen James Widdicombe Lukas Geiger Zechun Liu K. Cheng Roeland Nusselder MQ 71 114 0 05 Jun 2019