Garibaldi da Silveira JĂșnior, Gilberto Kreisler, Bruno Zatt, Daniel Palomino, and Guilherme Correa. 2026. Video Quality Enhancement with Deep Neural Networks on Edge Devices: Architectures, Optimizations, and Challenges. In Proceedings of the 32nd Brazilian Symposium on Multimedia and the Web, outubro 27, 2026, Lavras/MG, Brasil. SBC, Porto Alegre, Brasil, 665-676. DOI: https://doi.org/10.5753/webmedia.2026.28949.