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I would strongly emphasize: CV != AI Vision gpt-4o would breeze through your poor images.
by re5i5tor 1y ago
I would strongly emphasize:
CV != AI Vision
gpt-4o would breeze through your poor images.
- richardlblair 1y agoIt did not, unfortunately. When CV failed gpt-4o failed as well. I even had a list of valid invoice numbers & dates to help the models. Still, most failed. Construction invoices are not great.
- re5i5tor 1y agoI’m very surprised. Have dealt with some really ugly inputs (handwritten text on full ziploc bags etc., stained torn handwritten recipe cards, etc.) with super good success.
- re5i5tor 1y agoDid you try few-shotting examples when you hit problem cases? In my ziploc case, the model was failing if red sharpie was used vs black. A few shot hint fixed that.
- richardlblair 1y agoTbh, I had run the images through a few filters. The images that went through to AI were high contrast, black and white, with noise such as highlighters removed. I had tried 1 shot and few shot. I think it was largely a formatting issue. Like some of these invoices have nonsense layouts. Perhaps Qwen works well because it doesn't assume left to right, top to bottom? Just speculating though