notesum.ai

Published at November 27

cs.LG

cs.NI

eess.SP

Released Date: November 27, 2024

Authors: Milin Zhang¹, Mohammad Abdi¹, Venkat R. Dasari², Francesco Restuccia¹

Aff.: ¹Northeastern University, United States; ²DEVCOM Army Research Laboratory, United States

Work	Dimension Reduction	Bit-Rate Reduction	R-D Optimization
(Hu and Krishnamachari, 2020)	auto-encoder	N/A	No
(Dong et al., 2022)	NAS	N/A	No
(Yao et al., 2020)	auto-encoder	Entropy coding	No
(Hao et al., 2022)	auto-encoder	8-bit quantization	No
(Eshratifar et al., 2019b)	auto-encoder	8-bit quantization and JPEG	No
(Lee et al., 2021)	auto-encoder	JPEG	No
(Li et al., 2023)	auto-encoder	Entropy coding	No
(Matsubara et al., 2020)	Distillation	8-bit quantization	No
(Matsubara et al., 2022a)	Distillation	8-bit quantization	No
(Matsubara and Levorato, 2021)	Distillation	8-bit quantization	No
(Guo et al., 2023)	Pruning	Non-linear quantization	No
(Carra and Neglia, 2023)	N/A	Run-length coding	No
(Ko et al., 2018)	N/A	JPEG; Run-length and Huffman coding	No
(Cohen et al., 2021)	N/A	Entropy coding	No
(Chen et al., 2019)	N/A	Various lossless and lossy coding	No
(Wang et al., 2022a)	N/A	minimize bitwidth with greedy search	No
(Alvar and Bajić, 2021)	N/A	minimize bitwidth with convex opt.	No
(Matsubara et al., 2022c)	distillation	entropy coding	Yes
(Matsubara et al., 2022d)	distillation	entropy coding	Yes
(Duan and Zhu, 2022)	distillation	entropy coding	Yes
(Yamazaki et al., 2022)	reconstruction	entropy coding	Yes
(Datta et al., 2022)	reconstruction	entropy coding	Yes
(Ahuja et al., 2023)	reconstruction	entropy coding	Yes
(Hossain et al., 2023)	reconstruction	entropy coding	Yes
(Shao et al., 2021)	pruning	information bottleneck	Yes