Self-driving car dataset missing labels for hundreds of pedestrians

Self-driving car dataset missing labels for hundreds of pedestrians

and dozens of cyclists.

77 mentions: @braddwyer@neuroecology@bigdata@kushnerbomb@dancow@went1955@hunter_owens@MathieuTriclot
Keywords: dataset
Date: 2020/02/11 14:41

Referring Tweets

@braddwyer This is really scary: one of the most popular open sourced self-driving car datasets has been missing labels for hundreds of pedestrians and dozens of cyclists for years, and nobody has noticed. This is how people get run over. t.co/kDw9EVjYSk
@bigdata “If you're using public datasets in your projects, please do your due diligence and check their integrity” t.co/S6bktFWrRR
@MichaelJKanaan This is why community participation in #AI is not only right, but critical to its use. Cheers to @braddwyer & @josephofiowa of Roboflow for such awareness! t.co/Xc7OI3KZzc
@kushnerbomb software bugs may kill a lot of people, but they also help a lot of people get to work on time, so, it;s impossible to say if they're bad or not, t.co/85V2IqLLaO
@neuroecology Pretty cool that this self-driving car dataset is missing annotations of pedestrians and cars, and has errors in 33% of images t.co/6oapu56NcF t.co/2J9GpxTSvo
@went1955 Self-driving car dataset missing labels for hundreds of pedestrians. Open source datasets are great, but if the public is going to trust our community with their safety we need to do a better job of ensuring the data we're sharing is complete and accurate t.co/n1xHK0mNZG
@dancow daily reminder that the hardest part of data science and machine learning is the data. A self-driving algorithm trained on images that mislabels/doesn't label pedestrians is going to have a bad time with pedestrians t.co/n7JcJhj2gj t.co/1EMIGHSbLX
@MathieuTriclot A popular self-driving car dataset is missing labels for hundreds of pedestrians : t.co/Fqxy0fmbXu | We did a hand-check of the 15,000 images in the widely used Udacity Dataset 2 and found problems with 4,986 (33%) of them

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