crossrefMachine Learning and Knowledge Extraction2026-04-08
Deep Learning-Driven Sparse Light Field Enhancement: A CNN-LSTM Framework for Novel View Synthesis and 3D Scene Reconstruction
Vivek Dwivedi, Gregor Rozinaj, Javlon Tursunov, Ivan Minárik, Marek Vanco, Radoslav Vargic
Sparse light field imaging often limits the quality of 3D scene reconstruction due to insufficient viewpoint coverage, resulting in incomplete or inaccurate reconstructions. This work introduces a hybrid CNN–LSTM-based framework to address this issue by generating novel camera po…