vsitzmann/awesome-implicit-representations resource

Health v2 · maintenance only

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2648 stars · 147 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A curated awesome-list of papers, talks, and Colabs on implicit neural representations (coordinate-based networks like SIREN and neural scene representations). It serves as a reading guide for researchers entering the field.

Use cases

• find papers on implicit neural representations
• learn about neural fields and coordinate-based networks
• get a reading list for neural scene representations
• find tutorials and colabs on SIREN and NeRF-style models
• survey research on neural rendering and signed distance functions

When to choose

• you want a curated, opinionated reading list on implicit neural representations
• you are a student or researcher starting out in neural fields
• you want foundational papers plus talks and notebooks in one place

When to avoid

• you need an exhaustive, frequently updated index of every paper in the field
• you want runnable production software rather than references
• you expect pull requests adding new papers to be merged

Facets

learning-resource · maturity maintenance

documentation machine-learning computer-vision graphics deep-learning computer-vision graphics tutorials cross-platform awesome-list implicit-neural-representations neural-rendering neural-fields research-papers curated-list

Member repositories

For agents

markdown · JSON · MCP: product_card(name="vsitzmann/awesome-implicit-representations")