Paper Citation Record · LEDGER

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization

As of 8 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 1 inbound Pith citation observation for arXiv:2506.08662.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.08662 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:10:46.906530Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:10:46.788360Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-07T05:10:46.933761Z

Reference resolution

38 of 38 outbound references displayed

verified exact0
verified fuzzy34
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a058ecd1-b3b8-4eb5-ac40-b7cb23b74001 · outbound

This paper cites The approach offers a compet- itive alternative to modern coding standards like VVC [3] or HEVC.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization The approach offers a compet- itive alternative to modern coding standards like VVC [3] or HEVC

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:10:47.282738Z

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Observation 02e99b4b-d39d-4450-bd70-e7f76d4e5ec4 · outbound

This paper cites an unresolved cited work.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:10:47.274059Z

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Observation e9af68f0-9492-4dd1-a9a2-b2fabd11019d · outbound

This paper cites Inference re- sults were calculated on fully sized Kodak images [28] of resolution 768 × 512, and TecNick images [29] with a resolution of 1200 ×.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Inference re- sults were calculated on fully sized Kodak images [28] of resolution 768 × 512, and TecNick images [29] with a resolution of 1200 ×

Reference 3

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Observation 1b224133-905f-4e80-bebe-f6f0283bc2d4 · outbound

This paper cites Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization

Reference 4

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Observation b4dcf03b-62c1-4fe7-b206-b281c5860207 · outbound

This paper cites Nonlinear Transform Coding,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Nonlinear Transform Coding,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:10:47.195737Z

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Observation eab6d79b-8baa-47e3-9ca3-d91dce32b604 · outbound

This paper cites Testing on the higher resolution TecNick set produced BD-rates of −1.98% and −2.29% as listed in Table 4.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Testing on the higher resolution TecNick set produced BD-rates of −1.98% and −2.29% as listed in Table 4

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:10:47.247482Z

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Observation a31c83f9-ead8-4f6c-a400-8ccd40a714bd · outbound

This paper cites an unresolved cited work.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Unresolved cited work

Reference 7

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Observation aec911c6-7a61-4fd1-83f3-a131d27b5dc3 · outbound

This paper cites The JPEG AI Standard: Providing Efficient Human and Machine Visual Data Consumption,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization The JPEG AI Standard: Providing Efficient Human and Machine Visual Data Consumption,

Reference 8

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Observation 2219bb01-0020-42a2-8b14-d78de0d3ebea · outbound

This paper cites Transformer-based Image Compression,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Transformer-based Image Compression,

Reference 9

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Observation 11f7a56b-866e-411e-98c6-5c0986f6d15d · outbound

This paper cites Overview of the Versatile Video Coding (VVC) Standard and its Applications,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Overview of the Versatile Video Coding (VVC) Standard and its Applications,

Reference 10

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Observation 3ca7a441-a432-4786-b3b5-389ab236b9d9 · outbound

This paper cites Overview of the high efficiency video coding (HEVC) standard,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Overview of the high efficiency video coding (HEVC) standard,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:10:47.204105Z

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Observation 2f345e26-4fa8-4ae6-94a0-3a64dd8703df · outbound

This paper cites Rate- Distortion Optimized Encoding for Deep Image Compression,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Rate- Distortion Optimized Encoding for Deep Image Compression,

Reference 12

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Observation b8138bb4-8d0b-42fc-9c73-7193b2d787ee · outbound

This paper cites End- to-end optimized image compression,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization End- to-end optimized image compression,

Reference 13

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Observation 32df63a9-461b-49d3-b26d-f2737f896866 · outbound

This paper cites An Introduction to Arithmetic Coding,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization An Introduction to Arithmetic Coding,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:10:47.179479Z

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Observation 2e1b55e6-b4b0-4e7f-9330-a8ccb33b0fb9 · outbound

This paper cites Variational image compression with a scale hyperprior,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Variational image compression with a scale hyperprior,

Reference 15

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Observation fc5eec95-be60-421c-927a-60e398031b4d · outbound

This paper cites Joint Autoregressive and Hierarchical Priors for Learned Image Compression,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Joint Autoregressive and Hierarchical Priors for Learned Image Compression,

Reference 16

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Observation d5734c1b-2013-4dc9-b864-613092f251d7 · outbound

This paper cites Channel-Wise Autore- gressive Entropy Models for Learned Image Compression,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Channel-Wise Autore- gressive Entropy Models for Learned Image Compression,

Reference 17

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Observation acdf4de7-0be3-4675-a9c5-5f239cd55576 · outbound

This paper cites Learned Image Compression With Discretized Gaus- sian Mixture Likelihoods and Attention Modules,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Learned Image Compression With Discretized Gaus- sian Mixture Likelihoods and Attention Modules,

Reference 18

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Observation 76128267-eefb-4fbd-bc06-f6b99a5bf73f · outbound

This paper cites Deep Learning-Based Image Compression with Trellis Coded Quantization,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Deep Learning-Based Image Compression with Trellis Coded Quantization,

Reference 19

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Observation 48d19311-c5cb-490a-a14b-961190939a72 · outbound

This paper cites End- to-end optimization of nonlinear transform codes for percep- tual quality,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization End- to-end optimization of nonlinear transform codes for percep- tual quality,

Reference 20

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Observation 09f267eb-37b0-4b38-adff-f0cce515c8a9 · outbound

This paper cites Lossy Image Compression with Compressive Au- toencoders,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Lossy Image Compression with Compressive Au- toencoders,

Reference 21

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Observation 1e048f99-bf94-4c84-981f-9e2825fc585f · outbound

This paper cites Nonuniform-to-Uniform Quantiza- tion: Towards Accurate Quantization via Generalized Straight- Through Estimation,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Nonuniform-to-Uniform Quantiza- tion: Towards Accurate Quantization via Generalized Straight- Through Estimation,

Reference 22

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Observation 16e26480-4c2d-4766-a05e-faf41ea68bf2 · outbound

This paper cites Three Gaps for Quantisation in Learned Image Compres- sion,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Three Gaps for Quantisation in Learned Image Compres- sion,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:10:47.093534Z

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Observation b00f8286-505f-4d0b-9492-de5799c2dc07 · outbound

This paper cites Comprehensive Com- parisons of Uniform Quantization in Deep Image Compres- sion,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Comprehensive Com- parisons of Uniform Quantization in Deep Image Compres- sion,

Reference 24

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Observation 767ddf80-d0d2-4ddc-9f69-5065af420bf0 · outbound

This paper cites Trellis-Coded Quantization for End-to-End Learned Image Compression,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Trellis-Coded Quantization for End-to-End Learned Image Compression,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:10:47.073490Z

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Observation 51949b4e-3d23-45f4-b9ac-7b3c9da4fe46 · outbound

This paper cites The viterbi algorithm,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization The viterbi algorithm,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:10:46.999193Z

Source-reported events for the cited work

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Observation df521728-7704-472e-9939-68ca4f5e2d41 · outbound

This paper cites Soft then hard: Rethinking the quantization in neural image compression,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Soft then hard: Rethinking the quantization in neural image compression,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:10:47.054150Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0e270363-c649-472a-9972-cfbbcd042564 · outbound

This paper cites High-resolution quantiza- tion theory and the vector quantizer advantage,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization High-resolution quantiza- tion theory and the vector quantizer advantage,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:10:47.044123Z

Source-reported events for the cited work

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Observation 909630ee-4cf2-4938-a203-4b09600e99a9 · outbound

This paper cites Calculation of average PSNR differences between RD-curves,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Calculation of average PSNR differences between RD-curves,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:10:47.035037Z

Source-reported events for the cited work

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Observation 9d4f0ebb-1fe4-4494-8dc6-4bb0a977165d · outbound

This paper cites Den- sity Modeling of Images using a Generalized Normalization Transformation,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Den- sity Modeling of Images using a Generalized Normalization Transformation,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:10:47.026178Z

Source-reported events for the cited work

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Observation 963bc39a-b1d3-4a3d-973c-e57c87bc0458 · outbound

This paper cites Drop an Octave: Reducing Spatial Redundancy in Convolu- tional Neural Networks With Octave Convolution,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Drop an Octave: Reducing Spatial Redundancy in Convolu- tional Neural Networks With Octave Convolution,

Reference 31

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Observation bdb0b09f-7618-46d0-9202-a900b3e9ebc0 · outbound

This paper cites Quantization and Entropy Coding in the Versatile Video Coding (VVC) Standard,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Quantization and Entropy Coding in the Versatile Video Coding (VVC) Standard,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:10:47.008121Z

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Observation 3430ee7b-fe37-480f-8ecd-88c12dbf2e1e · outbound

This paper cites ImageNet: A large-scale hierarchical image database,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization ImageNet: A large-scale hierarchical image database,

Reference 34

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Observation c3a204e6-6801-493f-a7ca-dd53b98ba67b · outbound

This paper cites Kodak image dataset,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Kodak image dataset,

Reference 35

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Observation 829073f8-3e37-4e93-81b9-d69226d74c27 · outbound

This paper cites Testimages: A large-scale archive for testing visual devices and basic image processing algo- rithms (sampling1200rgbset).,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Testimages: A large-scale archive for testing visual devices and basic image processing algo- rithms (sampling1200rgbset).,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:10:46.971162Z

Source-reported events for the cited work

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Observation 7418a112-06ce-4f7d-9eb8-73e9ba82ef5c · outbound

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Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Tensorflow,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:10:46.959952Z

Source-reported events for the cited work

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Observation 30329e32-3644-46f8-be8d-5064441781b7 · outbound

This paper cites Rdonet: Rate-distortion optimized learned image compression with variable depth,.

Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Rdonet: Rate-distortion optimized learned image compression with variable depth,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:10:46.950266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 704706e5-4e5d-4d93-95fd-3a62b2984ab4 · outbound

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Optimizing Learned Image Compression on Scalar and Entropy-Constraint Quantization Unresolved cited work

Reference 1200

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Source-reported events for the cited work

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Pith citing papers

Observation 1b224133-905f-4e80-bebe-f6f0283bc2d4 · inbound