Search Results - Model compression algorithms

Comprehensive analysis of compression algorithms and file formats of 3D models

Authors: B.S. Goryachkin K. S. Myshenkov N.S. Antsifrov

Source: Dynamics of Complex Systems - XXI century. 19:5-17

Neural Network Model Compression Algorithms for Image Classification in Embedded Systems

Authors: Heejung Shin Hyondong Oh

Source: Journal of Korea Robotics Society. 17:133-141

Subject Terms: 4. Education, 0202 electrical engineering, electronic engineering, information engineering, 02 engineering and technology, 7. Clean energy

An Advance Facial Biometric Based System for Lossless Image Compression Algorithm.

Authors: Ammash, Taif Gharsellaoui, Hamza Ayed, Leila Ben

Source: Procedia Computer Science. 2025, Vol. 270, p4677-4685. 9p.

Subject Terms: Image compression, Lossless data compression, Biometry, Data compression, Biometric identification, Image processing

Lightweight defect detection algorithm of tunnel lining based on knowledge distillation

Authors: Anfu Zhu Jiaxiao Xie Bin Wang et al.

Source: Scientific Reports, Vol 14, Iss 1, Pp 1-16 (2024)

Subject Terms: Tunnel detection, Deep learning, Model compression algorithms, Knowledge distillation, Medicine, Science

File Description: electronic resource

Relation: https://doaj.org/toc/2045-2322

Access URL: https://doaj.org/article/2c48d9ffa1864b07a8e27fc96ca723e0

Bayesian model compression and federated learning via variational inference

Authors: Lau, Vincent Kin Nang Tsang, Danny Hin Kwok Xia, Chengyu

Index Terms: Thesis

URL: http://repository.hkust.edu.hk/ir/Record/1783.1-143490
https://doi.org/10.14711/thesis-991013340351903412
https://repository.hkust.edu.hk/ir/bitstream/1783.1-143490/1/th_redirect.html

RSODNet: Lightweight Remote Sensing Image Object Detection Combined with BCDNS Compression Algorithm.

Authors: Xinyu Zhu Zhihua Zhang Wei Wang et al.

Source: Photogrammetric Engineering & Remote Sensing. Jan2025, Vol. 91 Issue 1, p35-51. 17p.

Subject Terms: Object recognition (Computer vision), Remote sensing, Distillation, Deep learning, Algorithms, A priori

Objective Models for Performance Comparison of Compression Algorithms for 3DTV.

Authors: KUFA, Jan KALLER, Ondrej ZACH, Ondrej et al.

Source: Radioengineering. Apr2019 Part II, Vol. 28 Issue 1, p207-219. 13p.

Subject Terms: Video codecs, Video compression, Multimedia systems, Algorithms, Codecs, Video coding

Pruning for efficient DenseNet via surrogate-model-assisted genetic algorithm considering neural architecture search proxies.

Authors: Kim, Jingeun Yoon, Yourim

Source: Swarm & Evolutionary Computation. Aug2025, Vol. 97, pN.PAG-N.PAG. 1p.

Subject Terms: Convolutional neural networks, Computer vision, Genetic models, Genetic algorithms

Advances in compression using probabilistic models

Authors: Havasi, Marton Hernández-Lobato, José Miguel

Contributors: Havasi, Marton Hernández-Lobato, José Miguel

Subject Terms: Compression, machine learning

Access URL: https://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.845579

On Effects of Compression with Hyperdimensional Computing in Distributed Randomized Neural Networks

Authors: Rosato, Antonello Panella, Massimo Osipov, Evgeny et al.

Source: Lecture Notes in Computer Science. 12862 LNCS:155-167

Subject Terms: Classification (of information), Dimensionality reduction, Distributed computer systems, Intelligent computing, Supervised learning, Compression algorithms, Distributed classification, Information exchanges, Randomized Algorithms, Neural networks

File Description: print

Access URL: https://urn.kb.se/resolve?urn=urn:nbn:se:ri:diva-67780
https://doi.org/10.1007/978-3-030-85099-9_13

A New Challenge for Compression Algorithms: Genetic Sequences.

Authors: Grumbach, Stephane Tahi, Fariza

Source: Information Processing & Management. Nov-Dec 1994 30(6):875-886.

Peer Reviewed: Y

Page Count: 12

Descriptors: Algorithms, Coding, Comparative Analysis, Databases, DNA, Evaluation, Genetics, Information Storage, Information Theory, Mathematical Models, Performance, RNA, Tables (Data)

Nesting optimization with adversarial games, meta-learning, and deep equilibrium models

Authors: Micaelli, Paul Storkey, Amos Hospedales, Timothy

Contributors: Micaelli, Paul Storkey, Amos Hospedales, Timothy

Subject Terms: Nested optimization, Deep Learning, adversarial games, meta-learning, deep equilibrium models, casting model compression, meta-learning hyperparameters, Gradient-based hyperparameter optimization, deep equilibrium model (DEQ)

Access URL: https://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.889335

On the Convergence of Federated Learning Algorithms Without Data Similarity

Authors: Beikmohammadi, Ali Khirirat, Sarit Magnússon, Sindri

Source: IEEE Transactions on Big Data. 11(2):659-668

Subject Terms: Compression algorithms, federated learning, gradient methods, machine learning, data- och systemvetenskap, Computer and Systems Sciences

File Description: print

Access URL: https://urn.kb.se/resolve?urn=urn:nbn:se:su:diva-232103

Co-Designing Model Compression Algorithms and Hardware Accelerators for Efficient Deep Learning

Authors: Zhao, Ritchie Zhang, Zhiru Batten, Christopher et al.

Contributors: Zhao, Ritchie Zhang, Zhiru Batten, Christopher et al.

Subject Terms: Machine Learning, Hardware accelerators, 7. Clean energy, FPGA, Computer Architecture

File Description: application/pdf

Using machine learning to select compression algorithms for compressing binary datasets

Surface Defect Segmentation Algorithm of Steel Plate Based on Geometric Median Filter Pruning

Authors: Zhiqiang Hao Zhigang Wang Dongxu Bai et al.

Source: Front Bioeng Biotechnol
Frontiers in Bioengineering and Biotechnology, Vol 10 (2022)

Subject Terms: structured pruning, defect detection, 0202 electrical engineering, electronic engineering, information engineering, deep learning, Bioengineering and Biotechnology, 02 engineering and technology, model compression, semantic segmentation, TP248.13-248.65, Biotechnology

Access URL: https://pubmed.ncbi.nlm.nih.gov/35845429
https://doaj.org/article/a2a8bfed1f514590bd9afb80ec5d09d0

A study of image compression algorithms using prediction models

Authors: 劉煜 [著] Liu, Yu

File Description: image/jp2

Access URL: https://ndlsearch.ndl.go.jp/books/R100000039-I3144625

Degree: 博士 (学術) -- 東京工業大学

An efficient segmentation model for abnormal chicken droppings recognition based on improved deep dual-resolution network.

Authors: He, Pengguang Wu, Rui Liu, Da et al.

Source: Journal of Animal Science. 2024, Vol. 102, p1-16. 16p.

Subjects: Chickens, Manual labor, Agriculture, Integers, Algorithms

Deep learning model compression using network sensitivity and gradients

Authors: Sakthi, Madhumitha Yadla, Niranjan Pawate, Raj

Index Terms: Computer Science - Machine Learning, Computer Science - Computer Vision and Pattern Recognition, text

URL: http://arxiv.org/abs/2210.05111

Discrimination-Aware Network Pruning for Deep Model Compression.

Authors: Liu, Jing Zhuang, Bohan Zhuang, Zhuangwei et al.

Source: IEEE Transactions on Pattern Analysis & Machine Intelligence; Aug2022, Vol. 44 Issue 8, p4035-4051, 17p

Subject Terms: GREEDY algorithms, SOURCE code, PROBLEM solving, ARTIFICIAL neural networks