AI is responsible for 60% of all internet traffic this morning, OP is the other 40%.
But on a serious note this is an interesting project highlighting the sheer volume of power usage across the world. .. I'm also curious given the data and power usage, if AI assisted heatmap is actually more accurate than one developed by downloading a single dataset of high resolution satellite imagery at night, performing algorithmic analysis to draw heatmap based on light output or !maybe even simple image processing downsampling the image and shifting white-blue to red?
marklit•2h ago
70% of daytime RGB sat imagery is covered by clouds. I'm not sure how easy it would be to spot if clouds were covering a city's lights at night.
I've only seen Maxar publish one night time image and that was of Dubai. I suspect smaller buildings in not so well lit areas could end up getting missed out.
SAR imagery would work well for seeing at night and through clouds but I'm not sure what the state of AI building footprint detection is with SAR atm.
chasing0entropy•2h ago
But on a serious note this is an interesting project highlighting the sheer volume of power usage across the world. .. I'm also curious given the data and power usage, if AI assisted heatmap is actually more accurate than one developed by downloading a single dataset of high resolution satellite imagery at night, performing algorithmic analysis to draw heatmap based on light output or !maybe even simple image processing downsampling the image and shifting white-blue to red?
marklit•2h ago
I've only seen Maxar publish one night time image and that was of Dubai. I suspect smaller buildings in not so well lit areas could end up getting missed out.
SAR imagery would work well for seeing at night and through clouds but I'm not sure what the state of AI building footprint detection is with SAR atm.