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Forgive my ignorance, but why is creating the labels super expensive? How much does it cost per image and what's your dataset size ?
by pradyumnabang 3y ago
Forgive my ignorance, but why is creating the labels super expensive? How much does it cost per image and what's your dataset size ?
- swframe2 3y agoIt is related to subpixel labelling. When a line/curve in the foreground is smaller than a pixel you end up having to edit the mask one pixel at a time. The authors of DIS are working on a new dataset and model which should work for my use case. BTW, I used DIS to create the labels of a batch of 20 images, I manually corrected the labels and used them to fine tune a new model. That worked well but still it took me several hours to edit labels. I tried using stable diffusion generated labels several weeks ago but I think with controlnet and other advances I should try again. (My dataset is about 100k images. I probably only need to label about 10k to fine tune DIS).