Book label detection
Hi experts,
given a library setting and a picture of a bookshelf (e.g., something similar to this picture), I want to detect the boundaries of the "library-labels" of the different books. All labels have a white background but their size might differ (as the width of the book varies). So far, I found some related papers (e.g., Combining Image and Text Features: A Hybrid Approach to Mobile Book Spine Recognition). I've also tried various combinations of preprocessing steps and then line / contour detection. While I was able to detect multiple books in some pictures, I have the feeling that because of the fine-tuning of the parameters of the preprocessing operations I "overfitted" it and it might not work with different light settings etc. Currently, I'm experimenting with an approach that is similar to square detection.
Thus, I would like to ask two questions:
- Based on your experience, would a cascade classifier might work in this setting?
- In more general terms, is there an approach which is preferable in this setting?
Thanks and best regards, Christoph
are all the labels having the yellow dot? is your desired result like this?
please share the code you already tried.