This module implements a webhook endpoint that receives external webhook events and processes video content with configurable frame sampling strategies to balance accuracy versus cost. It handles ...

Abstract: In video analytics, accuracy and efficiency are two important metrics and there tend to be a tradeoff between each other. In this paper, we consider accuracy-efficiency optimization for ...

Abstract: Recently, memory-based methods have achieved remarkable progress in video object segmentation. However, the segmentation performance is still limited by ...

To addressing the challenges of unsupervised and non-differentiable sparse frame sampling in Video-MLLMs, We propose Temporal Sampling Policy Optimization (TSPO), a reinforcement learning framework ...

To assess the agreement of the ‘polygonal’ variable frame cell count option on a confocal microscope after keratoplasty, with planimetry as the reference method. One hundred clear corneal grafts of 83 ...