Mountain Quails used for training California Quail classificatinon
- Dominant language
- Python
- Stars
- 567
- Forks
- 68
- Avg merge
- 4h 39m
- Merged PRs (30d)
- 5
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.
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
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