Transient Histogram

A transient histogram is a temporal waveform recording the arrival times of photons or other signals, offering rich information beyond simple average measurements. Current research focuses on leveraging transient histograms for improved scene reconstruction in robotics and 3D imaging, achieving this through differentiable rendering pipelines and deep learning models, including time-series transformers optimized for speed and efficiency in high-throughput applications like astronomical transient classification. This approach shows promise for enhancing accuracy and resolution in various fields, from medical imaging (radiomics) to real-time monitoring of dynamic processes in diverse scientific and engineering contexts.