# Dual-former: Hybrid self-attention transformer for efficient image restoration

> Research article (Digital Signal Processing, 2024) · cited 19× · AI/ML

**Wikidata**: [openalex:W4393282314](https://www.wikidata.org/wiki/openalex:W4393282314)  
**Source**: https://4ort.xyz/entity/dual-former-hybrid-self-attention-transformer-for-efficient-image-restoration