borglab / borglab/gtsfm

Investigate further inlier ratio w.r.t. GT model and w.r.t estimated model

Open
#306 1 comment 1 reaction 0 assignees Claimed by @johnwlambert View on GitHub
bug objective
Dominant language
Jupyter Notebook
Stars
524
Forks
64
Avg merge
4h 1m
Merged PRs (30d)
3

Description

Currently, the inlier ratio with respect to GT model is greater than that with respect to estimated model for USAC. This is perhaps expected, as the GT should explain the data most appropriately. But our inability to estimate a model with close to as many inliers is unfortunate, and perhaps could be explored further on some representative image pairs.

We see this with USAC on Skydio-8:
Screen Shot 2021-09-18 at 10 56 36 PM

However, we do not see this with LORANSAC on Skydio-8
Screen Shot 2021-09-18 at 11 01 24 PM

cc @akshay-krishnan @ayushbaid

Contributor guide

Open the contributing guide

Research direction

Compare the USAC and LORANSAC evaluation paths on the Skydio-8 image pairs, using the attached plots as the baseline. Determine why estimated-model inlier ratios diverge from ground-truth-model ratios and document a reproducible finding; the issue names no files or tests, and an open linked pull request indicates that work is already underway.

Written by the indexing model from the issue text.

Assessment

Tech stack
jupyter-notebook
Domain
computer-vision
Issue type
Bug
Difficulty
5/5
Estimated time
Over a week
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
15/100

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