Neural Network Coding of Difference Updates for Efficient Distributed Learning Communication.
IEEE Trans. Multim., 2024
Bitrate-Performance Optimized Model Training for the Neural Network Coding (NNC) Standard.
Proceedings of the IEEE International Conference on Image Processing, 2023
Overview of the Neural Network Compression and Representation (NNR) Standard.
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IEEE Trans. Circuits Syst. Video Technol., 2022
History Dependent Significance Coding for Incremental Neural Network Compression.
Proceedings of the 2022 IEEE International Conference on Image Processing, 2022
Adaptive Differential Filters for Fast and Communication-Efficient Federated Learning.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2022
Encoder Optimizations For The NNR Standard On Neural Network Compression.
Proceedings of the 2021 IEEE International Conference on Image Processing, 2021
DeepCABAC: A Universal Compression Algorithm for Deep Neural Networks.
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IEEE J. Sel. Top. Signal Process., 2020
Dependent Scalar Quantization For Neural Network Compression.
Proceedings of the IEEE International Conference on Image Processing, 2020
State-Based Multi-parameter Probability Estimation for Context-Based Adaptive Binary Arithmetic Coding.
Proceedings of the Data Compression Conference, 2020
DeepCABAC: A Universal Compression Algorithm for Deep Neural Networks.
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CoRR, 2019
DeepCABAC: Context-adaptive binary arithmetic coding for deep neural network compression.
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CoRR, 2019