[PDF][PDF] Spatio-temporal gated transformers for efficient video processing

Y Li, BE Bejnordi, B Moons, T Blankevoort… - Advances in Neural …, 2021 - ml4ad.github.io
We focus on the problem of efficient video stream processing with fully transformerbased
architectures. Recent advances brought by transformers for image-based tasks inspires the …

Monte Carlo Denoising with a Sparse Auxiliary Feature Encoder

S Fu, Y Lu, XH Zhang, N Xie - SIGGRAPH Asia 2021 Posters, 2021 - dl.acm.org
Fast Denoising Monte Carlo path tracing is very desirable. Existing learning-based real-time
methods concatenate auxiliary buffers (ie, albedo, normal, and depth) with noisy colors as …

[PDF][PDF] Learning to Sparsify Differences of Synaptic Signal for Efficient Event Processing.

Y Sekikawa, K Uto - BMVC, 2021 - bmvc2021-virtualconference.com
Neural network processors on edge devices need to process spatiotemporal data with low
latency, which requires a large amount of multiply-accumulate operation (MAC). In this …