google / google/cameratrapai

Mountain Quails used for training California Quail classificatinon

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Dominant language
Python
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68
Avg merge
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Merged PRs (30d)
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Description

Well as title suggest, it seems like Mountain Quails and California Quail has most likely been combined in the training data for "California Quail"

I'm no bird expert but: From a google search Mountain quails = stripes, California - no stripes.

Image

And this is a continous issue for 1000s of images, probably becasue https://lila.science/datasets/nacti/ include both Mountain and California Quails under " California Quail" images such as - https://storage.googleapis.com/public-datasets-lila/nacti-unzipped/part1/sub100/CA-42_04_03_2015_CA-42_0000629.jpg

Contributor guide

Open the contributing guide

Research direction

Start with the linked NACTI dataset and sample image, then compare the Mountain Quail and California Quail labels across the affected images. Done would mean confirming the labeling problem, documenting its scope, and agreeing on the required dataset or training correction.

Written by the indexing model from the issue text.

Assessment

Tech stack
python
Domain
data, machine-learning
Issue type
Bug
Difficulty
4/5
Estimated time
3-5 days
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
35/100

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