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Dice and Jaccard score not improving

Open reachsak opened this issue 5 years ago • 1 comments

Hi @nibtehaz , I've been trying your model for my image segmentation projects (with same settings) but with 365 images which split (0.2) into 292 for training and 73 for testing and manage to get a fairly good results of the dice and Jacard score. But I found out that the jacard score is still at around 0.7 for too many epochs (20-30 epochs) and stop increasing even after 100 epochs. And i found out among those 73 testing images , for some predicted image the jacard score did go up to 0.91 for some only for 0.65 which totally average to around 0.7. I know it should be the dataset problems , I'd like if there is any way to improved the overall jacard score with that same dataset ? Should I just keep training ? Or make some changes to the dataset ?

reachsak avatar Feb 18 '20 07:02 reachsak