RCA
Elite Member
- Joined
- Jun 27, 2017
- Professional Status
- Certified General Appraiser
- State
- California
So, right now it is possible to create a Python script using ResNet-101 to process several thousand photos at a time in about 6 minutes on a Mac Studio M2 Ultra, 64G of RAM.
You train it on, say 3,000 images in about 5-6 minutes. You can keep training it with more photos to improve it. The more the better - if. you have time to classify taining photos.
In short, a well trained ResNet model should be able to tell you the brand and price of any appliances in a photo of a kitchen (and it will of course also be able to know that it is a kitchen). It will also be able give you a score, say 0-10 for condition and quality.
1. Imagine appraising a high end luxury home and by processing your photos it can create a list of brand types (ranges, ovens, sinks, cubboards, windows, doors, ....) with price. -- Instantly? Do you have any idea how many brands there are of these things?
2. Can you compete with that?
3. I'll let you think about.
4. Yes, it can be done.
5. No, I haven't gotten around to training my ResNet installation yet. It is a ton. of work to create the training data. And right now I have more urgent things to take care of. But I am working with it on the side.
But, you can be sure it will be part of future appraisal systems.
https://tinyurl.com/3359ebv7 (the best)
www.geeksforgeeks.org
You train it on, say 3,000 images in about 5-6 minutes. You can keep training it with more photos to improve it. The more the better - if. you have time to classify taining photos.
In short, a well trained ResNet model should be able to tell you the brand and price of any appliances in a photo of a kitchen (and it will of course also be able to know that it is a kitchen). It will also be able give you a score, say 0-10 for condition and quality.
1. Imagine appraising a high end luxury home and by processing your photos it can create a list of brand types (ranges, ovens, sinks, cubboards, windows, doors, ....) with price. -- Instantly? Do you have any idea how many brands there are of these things?
2. Can you compete with that?
3. I'll let you think about.
4. Yes, it can be done.
5. No, I haven't gotten around to training my ResNet installation yet. It is a ton. of work to create the training data. And right now I have more urgent things to take care of. But I am working with it on the side.
But, you can be sure it will be part of future appraisal systems.
https://tinyurl.com/3359ebv7 (the best)
Residual Networks (ResNet) - Deep Learning - GeeksforGeeks
Your All-in-One Learning Portal: GeeksforGeeks is a comprehensive educational platform that empowers learners across domains-spanning computer science and programming, school education, upskilling, commerce, software tools, competitive exams, and more.
www.geeksforgeeks.org
Loading…
www.mathworks.com