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Interesting idea and execution! So basically you wanted to find hotels where the rooms have office chairs and a desk? Or just in any of the images, e.g., a lobb
by maalber 2y ago
Interesting idea and execution! So basically you wanted to find hotels where the rooms have office chairs and a desk? Or just in any of the images, e.g., a lobby?
Side note; I love how YOLO, a deep learning based model, is now being referred to as traditional object detection. Template matching gang rise up.
- nomad86 2y agoIn our hotel photo database, we have everything: rooms, lobbies, bathrooms, pools, exterior shots of buildings, etc. I trained an AI to recognize ergonomic chairs, but sometimes there were errors. For example, a chair in a hotel's SPA was always identified as an ergonomic chair. That's why we manually reviewed all 50k photos to verify them.
- arnolmido 2y ago50k manually? How long did it take you?
- nomad86 2y agoI don't know, I assigned this task to trusted specialists from India.
- maalber 2y agoWow, manually reviewing 50k photos is a lot! Would you be willing to share what the cost of that was?
- nomad86 2y agoI created an app similar to Tinder that facilitates manual verification. Around 60 photos can be verified in one minute. The whole process took about a week and didn't cost much.
- BobbyTables2 2y agoSounds like YOLO verified the work of the specialists too! (;->
- karamanolev 2y agoDoesn't sound that much. When I was playing with datasets, for simple tasks I only took around 3 seconds to classify an image. That's 1200/hour or on the order of 40 hours of work. That can't cost much when outsourced.
- moralestapia 2y agoRLHF in the wild, nice.
- dylan604 2y ago> I trained an AI, but sometimes there were errors. I edited that down to a proper summary of AI in general
- ec109685 2y agoThis desk is pretty useless, despite having an office chair: https://www.tripoffice.com/nigeria/lekki-ng/souz-suites-apartments https://www.tripoffice.com/nigeria/lekki-ng/souz-suites-apar...
- dylan604 2y ago> Or just in any of the images I just looked at hotels I'm familiar with, and images with highlighted chairs were not limited to the guest rooms. Some are definitely from shared spaces at the hotel.