# SPGformer: Serial–Parallel Hybrid GCN-Transformer With Graph-Oriented Encoder for 2-D-to-3-D Human Pose Estimation

> Research article (IEEE Transactions on Instrumentation and Measurement, 2024) · cited 12× · AI/ML

**Wikidata**: [openalex:W4393171277](https://www.wikidata.org/wiki/openalex:W4393171277)  
**Source**: https://4ort.xyz/entity/spgformer-serialparallel-hybrid-gcn-transformer-with-graph-oriented-encoder-for-2-d-to-3-d-human-pose-estimation