2 papers
cs.AR2025
FlexNeRFer: A Multi-Dataflow, Adaptive Sparsity-Aware Accelerator for On-Device NeRF Rendering
Seock-Hwan Noh, Banseok Shin, Jeik Choi +3
Neural Radiance Fields (NeRF), an AI-driven approach for 3D view reconstruction, has demonstrated impressive performance, sparking active research across fields. As a result, a ran…
cs.AR2022
LightNorm: Area and Energy-Efficient Batch Normalization Hardware for On-Device DNN Training
Seock-Hwan Noh, Junsang Park, Dahoon Park +3
When training early-stage deep neural networks (DNNs), generating intermediate features via convolution or linear layers occupied most of the execution time. Accordingly, extensive…