Výsledky vyhledávání - learning-based coding

ElectrodeNet - A Deep Learning Based Sound Coding Strategy for Cochlear Implants Autor Huang, Enoch Hsin-Ho, Chao, Rong, Tsao, Yu, Wu, Chao-Min

“…ElectrodeNet, a deep learning based sound coding strategy for the cochlear implant (CI…”
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Spatial sensitivity synthesis based on alternate projection for the machine‐learning‐based coding digital receiving array Autor Xiao, Lei, Han, Yubing, Zhang, Shurui

“…Recently, a novel low‐cost coding digital receiving array based on machine learning (ML‐CDRA…”
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Deep learning based repetition coding for MIMO VLC systems: Deep learning based repetition coding for MIMO VLC systems Autor Salama, Wessam M., Aly, Moustafa H., Amer, Eman S.

“… Both homogeneous and heterogeneous non-Lambertian MIMO arrangements are examined. To assess the spatial convergence execution, a low-intricacy Redundancy Coding (RC…”
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Deep-Learning-Based Lossless Image Coding Autor Schiopu, Ionut, Munteanu, Adrian

“…This paper proposes a novel approach for lossless image compression. The proposed coding approach employs a deep-learning-based method to compute the prediction…”
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Machine Learning-Based Coding Unit Depth Decisions for Flexible Complexity Allocation in High Efficiency Video Coding Autor Yun Zhang, Kwong, Sam, Xu Wang, Hui Yuan, Zhaoqing Pan, Long Xu

“…In this paper, we propose a machine learning-based fast coding unit (CU) depth decision method for High Efficiency Video Coding (HEVC…”
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Supervised Learning Based on Temporal Coding in Spiking Neural Networks Autor Mostafa, Hesham

“… We show that in a feedforward spiking network that uses a temporal coding scheme where information is encoded in spike times instead of spike rates, the network input-output relation is differentiable almost everywhere…”
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Toward Semantic Communications: Deep Learning-Based Image Semantic Coding Autor Huang, Danlan, Gao, Feifei, Tao, Xiaoming, Du, Qiyuan, Lu, Jianhua

“… We propose an reinforcement learning based adaptive semantic coding (RL-ASC) approach that encodes images beyond pixel level…”
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RS-RLNC: A Reinforcement Learning-Based Selective Random Linear Network Coding Framework for Tactile Internet Autor Shahzad, Ali, Rashid, Haider, Amir, Kim, Hyung Seok

“…). This paper proposes a learning-based RLNC framework called RS-RLNC that utilizes network and receiver feedback to optimally select between block-RLNC and sliding-RLNC to improve overall network performance…”
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Machine learning based video coding optimizations: A survey Autor Zhang, Yun, Kwong, Sam, Wang, Shiqi

“… Video coding by compressing videos into a much smaller size is one of the key solutions…”
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Deep Learning-Based Coding Strategy for Improved Cochlear Implant Speech Perception in Noisy Environments Autor Essaid, Billel, Kheddar, Hamza, Batel, Noureddine, Chowdhury, Muhammad E. H.

“…Automatic speech recognition (ASR) and speech enhancement are essential tools in modern life, aiding not only in machine interaction but also in supporting…”
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Reinforcement learning based coding unit early termination algorithm for high efficiency video coding Autor Li, Na, Zhang, Yun, Zhu, Linwei, Luo, Wenhan, Kwong, Sam

“…•A CU early termination algorithm independent of depths is derived for whole CTU. In this paper, we propose a Reinforcement Learning (RL) based Coding Unit (CU…”
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Point Cloud Geometry and Color Coding in a Learning-Based Ecosystem for JPEG Coding Standards Autor Guarda, Andre F. R., Rodrigues, Nuno M. M., Pereira, Fernando

“…Despite its novelty, learning-based coding for images and point clouds is already outperforming some of the best long-standing conventional codecs…”
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Improving Learning-Based Semantic Coding Efficiency for Image Transmission via Shared Semantic-Aware Codebook Autor Zhang, Hongwei, Tao, Meixia, Sun, Yaping, Letaief, Khaled B.

“… The trendy semantic coding framework, namely, learning-based joint source-channel coding (JSCC), lies on data-driven principles, with its efficacy depending on the employed neural networks…”
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Learning-Based Rate Control for Learning-Based Point Cloud Geometry Coding Autor Ruivo, Manuel, Guarda, Andre F. R., Pereira, Fernando

“… More recently, learning-based coding approaches started to be considered also for point cloud coding…”
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On the stability of point cloud machine learning based coding Autor Prazeres, Joao, Rodrigues, Rafael, Pereira, Manuela, Pinheiro, Antonio M. G.

“…This paper analyses the performance of two of the most well known deep learning-based point cloud coding solutions, considering the training conditions…”
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Deep Reinforcement Learning-Based Modulation and Coding Scheme Selection in Cognitive Heterogeneous Networks Autor Zhang, Lin, Tan, Junjie, Liang, Ying-Chang, Feng, Gang, Niyato, Dusit

“…) and make it difficult for the PR to select a proper modulation and/or coding scheme (MCS). To deal with this issue, we exploit deep reinforcement learning…”
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An Overview of the JPEG AI Learning-Based Image Coding Standard Autor Esenlik, Semih, Wu, Yaojun, Zhang, Zhaobin, Wang, Ye-Kui, Zhang, Kai, Zhang, Li, Ascenso, Joao, Liu, Shan

“…JPEG AI is an emerging learning-based image coding standard developed by Joint Photographic Experts Group (JPEG…”
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Advanced Learning-Based Coding Tools for ECM: Intra Prediction and In-Loop Filtering Autor Zhao, Yanchen, Fu, Jiaye, Li, Zhaoyu, Wang, Qizhe, Huang, Zhimeng, Zhang, Jiaqi, Jia, Chuanmin, Ma, Siwei

“…Neural Network (NN)-based video coding technologies have emerged as a promising alternative to traditional methods, demonstrating significant advantages amidst the rapid advancements in video coding technology…”
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Learning Based Joint Coding-Modulation for Digital Semantic Communication Systems Autor Bo, Yufei, Duan, Yiheng, Shao, Shuo, Tao, Meixia

“…In learning-based semantic communications, neural networks have replaced different building blocks in traditional communication systems…”
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Delay learning based on temporal coding in Spiking Neural Networks Autor Sun, Pengfei, Wu, Jibin, Zhang, Malu, Devos, Paul, Botteldooren, Dick

“… In this work, we introduce Delay Learning based on Temporal Coding (DLTC), an innovative approach that integrates delay learning with a temporal coding strategy to optimize spike timing in SNNs…”
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