Automatic Prompt Generation

for Zero-Shot

Single Object

Frame Segmentation in

Videos

Using Classification Models:

A Polyp Case Study

Hanna Borgli, Michael Riegler, Håkon Kvale Stensland and Pål Halvorsen

University of Oslo, OsloMet, Simula and SimulaMet

Motivation and Problem Statement

The Core Problem: The Annotation Bottleneck

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A Potential Solution & A New Problem

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Our Solution: Map2VidSeg (The Core Idea)

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The Map2VidSeg Pipeline in Action

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Experimental Setup

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Key Results

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Qualitative Results

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Discussion & Limitations

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Conclusion and Future Work

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Questions?