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AngusDujw avatar

AngusDujw/Diversity-Driven-Synthesis

0
View on GitHub↗
8 stars·1 fork·Python·7 views

Diversity Driven Synthesis

The sharp increase in data-related expenses has motivated research into condensing datasets while retaining the most informative features. Dataset distillation has thus recently come to the fore. This paradigm generates synthetic datasets that are representative enough to replace the original…

Features

  • Decoupled Distillation - Enhances distillation by adjusting weights to drive diversity.

Star history

Star history chart for angusdujw/diversity-driven-synthesisStar history chart for angusdujw/diversity-driven-synthesis

How this analysis was created: This summary and feature list are AI-generated from collected project material and can contain mistakes. Stars, license and language are imported from GitHub. Inclusion does not mean that we have tested or audited this project. Check the source documentation for any feature you depend on. Learn more on our About page.

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Frequently asked questions

What does angusdujw/diversity-driven-synthesis do?

The sharp increase in data-related expenses has motivated research into condensing datasets while retaining the most informative features. Dataset distillation has thus recently come to the fore. This paradigm generates synthetic datasets that are representative enough to replace the original…

What are the main features of angusdujw/diversity-driven-synthesis?

The main features of angusdujw/diversity-driven-synthesis are: Decoupled Distillation.

Which projects share features with angusdujw/diversity-driven-synthesis?

Projects with overlapping indexed features include: becarefulofyournaoke/bps — This repo contains PyTorch implementation of Balanced Dataset Distillation via Modeling Multiple Visual Pattern… brian-moser/prism — Official PyTorch implementation of paper (TMLR'26) PRISM : Diversifying Dataset Distillation by Decoupling… dil-iith/dire — Code for WACV 2026 paper "DiRe: Diversity-promoting Regularization for Dataset Condensation". jiacheng8/cv-dd — Jiacheng Cui, Zhaoyi Li, Xiaochen Ma, Xinyue Bi, Yaxin Luo, Zhiqiang Shen. jiacheng8/fadrm — Fast and Accurate Data Residual Matching for Dataset Distillation. lins-lab/rded — Peng Sun, Bei Shi, Daiwei Yu, Tao Lin.

Projects sharing features with Diversity Driven Synthesis

These projects share indexed features with Diversity Driven Synthesis. Shared tags can include platform or build tooling; verify the primary use case before treating a result as a replacement.
  • brian-moser/prismBrian-Moser avatar

    Brian-Moser/prism

    1View on GitHub↗

    Official PyTorch implementation of paper (TMLR'26) PRISM : Diversifying Dataset Distillation by Decoupling Architectural Priors.

    Python
    View on GitHub↗1
  • dil-iith/direDIL-IITH avatar

    DIL-IITH/DiRe

    1View on GitHub↗

    Code for WACV 2026 paper "DiRe: Diversity-promoting Regularization for Dataset Condensation"

    Python
    View on GitHub↗1
  • jiacheng8/cv-ddJiacheng8 avatar

    Jiacheng8/CV-DD

    15View on GitHub↗

    Jiacheng Cui, Zhaoyi Li, Xiaochen Ma, Xinyue Bi, Yaxin Luo, Zhiqiang Shen

    Shell
    View on GitHub↗15
  • becarefulofyournaoke/bpsB

    BeCarefulOfYournaoke/BPS

    0View on GitHub↗

    This repo contains PyTorch implementation of Balanced Dataset Distillation via Modeling Multiple Visual Pattern Distribution (BPS, CVPR 2026). BPS produces a pattern-balanced condensed dataset via modeling the multiple visual pattern distribution within each class. This repo contains code for…

    View on GitHub↗0
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