Evaluation metrics adjusted ¶
By: sofisappia on July 24, 2024, 3:11 p.m.
Dear participants,
We have updated our evaluation metric from the standard Dice Similarity Coefficient (DSC) to a "soft" version (DSC_soft). This change addresses cases where no annotation is present in the ground truth for the predicted frame, but annotations exist in neighboring frames within the same sweep and within a 15-frame distance.
Key points of the new DSC_soft metric:
- If no annotation is found in the same frame as the predicted mask, the DSC is computed using the nearest annotated frame within:
- The same sweep
- A maximum distance of 15 frames
- The resulting DSC is then adjusted by a coefficient based on the distance between the current frame and the nearest annotated frame.
Due to this change, we have re-evaluated all submissions. As a result:
- You may have received a notification about a new result for your algorithm submission.
- You might notice shifts in the Preliminary Development Phase leaderboard.
We believe this modification will provide a more accurate assessment of segmentation performance, especially in cases with sparse annotations. For more detailed information on the DSC_soft metric, please refer to our evaluation guidelines here.
If you have any questions or concerns about this update, please don't hesitate to contact us.