see-insight/see-segment

Quickshift is not so quick

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#88 opened on Oct 20, 2022

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buggood first issue

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Description

Although sometimes it is fine, quickshift is always not so quick. My guess is that one of the hyperparameters settings really slow things down. We need someone to dig into the algorithm and see if they can figure out which parameter is causing the problem. We can tighten the parameter space to avoid the slow values, we just need to know which parameters to tighten. We may also need to just do a parameter sweep on all of the algorithms to make sure there are not others with similar problems.

Contributor guide

Research direction
Examine the quickshift algorithm implementation to identify which hyperparameter leads to slowdown. Conduct a parameter sweep across all algorithms to check for similar issues.
Tech stack
python
Domain
computer visionmachine learning
Issue type
Performance
DifficultyEstimated implementation difficulty for a new contributor, from 1 for very small changes to 5 for expert-level work.
3
Estimated timeA rough time range for an experienced contributor to investigate, implement, test, and prepare a pull request.
1-2 days
Activity statusHow available the issue appears right now: fresh, active, stale, blocked, or waiting on maintainer input.
Active
ClarityHow clearly the issue explains the expected change, acceptance criteria, and next step.
Mostly clear
Prerequisites
PythonMachine Learning basics
Newbie friendlinessA 1-100 score estimating how approachable this issue is for first-time contributors.
50