Collections of papers, databases, and codes targeted at point cloud quality assessment (PCQA), mesh quality assessment (MQA), 3D model quality assessment (3DQA).

MHA, MQA, GQA, MLA 相关原理及简要实现

A fast, lightweight cross-os toolkit for detecting, analyzing, organizing, and exporting MQA-encoded FLAC files.

Metadata Quality Stack is a comprehensive toolkit for analysing metadata quality. It implements the European Data Portal's MQA methodology. Docker Compose deployment and React web application.

Create a local database of MQA albums from Tidal

Modern LLM Attention from Scratch — MHA, GQA, MQA, RoPE, and KV-Cache implemented in pure PyTorch.

Docker Compose for Metadata Quality Assessment (MQA) on CKAN and European Data Portal catalogs

A code deep-dive on one of the key innovations from Deepseek - Multihead Latent Attention (MLA)