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Fast Semantic Proposals for Image and Video Annotation – Srikar Muppirisetty, Volvo Cars

Fast Semantic Proposals for Image and Video Annotation using Modified Echo State Networks – Srikar Muppirisetty, Volvo Cars

Manually annotated data for semantic segmentation tasks is time consuming and tough to quality assure, accurate and automated region-based proposals can significantly aid high quality data annotation.

In this work, we propose a novel modified active-learning framework that iteratively learns from a small subset of data (20-30% images) and adapts to a variety of semantic segmentation goals without manual supervision on test images.

KEY TAKEAWAYS
We present a modified framework for Echo state networks to incorporate spatial and temporal information from neighbouring pixels and neighbouring images, respectively, to enable a variety of semantic segmentation goals.

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