Skip to content

Commit

Permalink
fix
Browse files Browse the repository at this point in the history
  • Loading branch information
MathieuNlp committed Oct 6, 2023
1 parent 3d9151d commit 71fb11b
Showing 1 changed file with 1 addition and 1 deletion.
2 changes: 1 addition & 1 deletion README.md
Original file line number Diff line number Diff line change
Expand Up @@ -213,7 +213,7 @@ We can see some good segmentation like in demo 1 or demo 2 but it becomes more d
# Conclusion/Discussion

Using adapters, I partially succeded the task of segmenting rings. In the demo examples we saw that the model still struggles to caputre all the rings. This could be because the training dataset is small (only 8 images).
To improve the model, we can train on higher number of epochs, add model checkpoint and early stopping with a validation set to prevent from overfitting. In addition, doing data augmentation could be interesting to strengthen the model generalization.
To improve the model (if enough memory), we could train on higher number of epochs, add model checkpoint and early stopping with a validation set to prevent from overfitting. In addition, doing data augmentation could be interesting to strengthen the model generalization.

Another interesting idea could be to apply LoRA to other blocks of SAM like the mask decoder which is smaller than the image encoder. This could save training time and potentially show better results.

Expand Down

0 comments on commit 71fb11b

Please sign in to comment.