{"id":17938908,"url":"https://github.com/cfintech/awesome-implicit-neural-representations","last_synced_at":"2026-03-10T18:02:18.825Z","repository":{"id":257635235,"uuid":"858780771","full_name":"CFinTech/awesome-implicit-neural-representations","owner":"CFinTech","description":"A latest curated list of resources on implicit neural representations.","archived":false,"fork":false,"pushed_at":"2025-02-18T11:45:32.000Z","size":8,"stargazers_count":8,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-12T07:01:40.795Z","etag":null,"topics":["awesome-list","inr","neural-rendering"],"latest_commit_sha":null,"homepage":"","language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/CFinTech.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-09-17T14:20:30.000Z","updated_at":"2025-02-18T11:45:35.000Z","dependencies_parsed_at":"2024-09-17T21:52:08.149Z","dependency_job_id":"1fa32d18-acb0-4368-b124-8d2eb7c50902","html_url":"https://github.com/CFinTech/awesome-implicit-neural-representations","commit_stats":null,"previous_names":["cfintech/awesome-implicit-neural-representations"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CFinTech%2Fawesome-implicit-neural-representations","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CFinTech%2Fawesome-implicit-neural-representations/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CFinTech%2Fawesome-implicit-neural-representations/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CFinTech%2Fawesome-implicit-neural-representations/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/CFinTech","download_url":"https://codeload.github.com/CFinTech/awesome-implicit-neural-representations/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245252311,"owners_count":20585009,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["awesome-list","inr","neural-rendering"],"created_at":"2024-10-29T00:06:25.565Z","updated_at":"2026-03-10T18:02:18.801Z","avatar_url":"https://github.com/CFinTech.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# Awesome Implicit Neural Representations  [![Awesome](https://camo.githubusercontent.com/8693bde04030b1670d5097703441005eba34240c32d1df1eb82a5f0d6716518e/68747470733a2f2f63646e2e7261776769742e636f6d2f73696e647265736f726875732f617765736f6d652f643733303566333864323966656437386661383536353265336136336531353464643865383832392f6d656469612f62616467652e737667)](https://github.com/sindresorhus/awesome)\n\n\u003e A curated list of resources on implicit neural representations, inspired by [awesome-implicit-representations](https://github.com/vsitzmann/awesome-implicit-representations).\n\n\n\n\n\n## Motivation\n\n**I**mplicit **N**eural **R**epresentations **(INR)** have long been an intriguing topic, and in recent years, several classic works on implicit neural representations have emerged. However, there has been a lack of a comprehensive repository to organize these works. Some similar repositories stopped updating in recent years, leaving the latest papers on implicit neural representations uncollected. Therefore, I have created this repository with the hope of organizing the development trajectory of this field as I read through the latest papers.\n\n\n\n### Survey\n\n- **[2023 ICCV]** [Implicit Neural Representation in Medical Imaging: A Comparative Survey](https://arxiv.org/abs/2307.16142) Amirali Molaei et al.\n\n\n\n## Paper\n\n \n\n### Theory\n\n- **[2018 NeurIPS]** [Neural Tangent Kernel: Convergence and Generalization in Neural Networks](https://arxiv.org/abs/1806.07572) Arthur Jacot et al.\n\n\n\n\n\n### New Architecture\n\n- **[2024 CVPR]** [Is Vanilla MLP in Neural Radiance Field Enough for Few-shot View Synthesis?](http://arxiv.org/abs/2403.06092) Hanxin Zhu et al.\n- **[2024 CVPR]** [SketchINR: A First Look into Sketches as Implicit Neural Representations](https://arxiv.org/abs/2403.09344) Hmrishav Bandyopadhyay et al.\n\n\n\n\n\n### Faster training\n\n- **[2024 arXiv]** [FreSh: Frequency Shifting for Accelerated Neural Representation Learning](https://arxiv.org/abs/2410.05050) Adam Kania et al.\n\n\n\n\n\n### High Representation Ability\n\n- :star: **[2020 NeurIPS]** [Implicit Neural Representations with Periodic Activation Functions](http://arxiv.org/abs/2006.09661) Vincent Sitzmann et al.\n- **[2020 NeurIPS]** [Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domains](http://arxiv.org/abs/2006.10739) Matthew Tancik  et al.\n- **[2024 CVPR]** [Improved Implicit Neural Representation with Fourier Reparameterized Training](http://arxiv.org/abs/2401.07402) Shuhang Gu et al.\n- **[2023 CVPR]** [Regularize implicit neural representation by itself](http://arxiv.org/abs/2303.15484) Zhemin Li et al.\n\n\n\n\n\n### Data Representation (Image)\n\n- **[2021 CVPR]** [Learned Initializations for Optimizing Coordinate-Based Neural Representations](http://arxiv.org/abs/2012.02189) Matthew Tancik et al.\n\n\n\n### Data Representation (3D Scene)\n\n- :star: **​[2020 ECCV]** [NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis](http://arxiv.org/abs/2003.08934) Pratul P. Srinivasan et al.\n- **[2022 ECCV]** [R2L: Distilling Neural Radiance Field to Neural Light Field for Efficient Novel View Synthesis](http://arxiv.org/abs/2203.17261) Huan Wang et al.\n- **[2022 ECCV]** [TensoRF: Tensorial Radiance Fields](https://arxiv.org/abs/2203.09517) Anpei Chen et al.\n- **[2022 CVPR]** [Direct Voxel Grid Optimization: Super-fast Convergence for Radiance Fields Reconstruction](https://arxiv.org/abs/2111.11215) Cheng Sun et al.\n- **[2022 SIGGRAPH]** [Instant Neural Graphics Primitives with a Multiresolution Hash Encoding](https://arxiv.org/abs/2201.05989) Thomas Müller et al.\n\n\n### Data Representation (Video)\n\n\n\n\n\n### Data Representation (Neural Network)\n\n- **[2023 ICLR]** [NeRN -- Learning Neural Representations for Neural Networks](https://arxiv.org/abs/2212.13554) Maor Ashkenazi et al.\n- **[2025 arXiv]** [Enhancing Accuracy and Parameter-Efficiency of Neural Representations for Network Parameterization](https://arxiv.org/abs/2407.00356) Hongjun Choi et al.\n\n\n\n### Data Compression\n\n- **[2021 ICLR]** [COIN: COmpression with Implicit Neural Representations](https://arxiv.org/abs/2103.03123) Emilien Dupont et al.\n\n\n\n\n\n\n\n\n\n## Related repo\n\n- [Awesome NeRF](https://github.com/awesome-NeRF/awesome-NeRF)\n- [Awesome Implicit Representations](https://github.com/vsitzmann/awesome-implicit-representations)\n- [Awesome Implicit NeRF Robotics](https://github.com/zubair-irshad/Awesome-Implicit-NeRF-Robotics)\n- [Awesome Implicit Neural Representations in Medical Imaging](https://github.com/xmindflow/Awesome-Implicit-Neural-Representations-in-Medical-imaging)\n\n\n\n\n\n## Related Workshop\n\n- [INRV](https://inrv.github.io/)\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcfintech%2Fawesome-implicit-neural-representations","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcfintech%2Fawesome-implicit-neural-representations","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcfintech%2Fawesome-implicit-neural-representations/lists"}