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Fix: Correct per-class evaluation logic #17

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Fix: Correct per-class evaluation logic #17

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10 changes: 6 additions & 4 deletions training/lightning_module.py
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Original file line number Diff line number Diff line change
Expand Up @@ -388,9 +388,10 @@ def _on_eval_epoch_end_semantic(self, log_prefix, log_per_class=False):

block_postfix = self.block_postfix(i)
if log_per_class:
original_class_ids_ordered = sorted(list(metric.things)) + sorted(list(metric.stuffs))
for class_idx, iou in enumerate(iou_per_class):
self.log(
f"metrics/{log_prefix}_iou_class_{class_idx}{block_postfix}",
f"metrics/{log_prefix}_iou_class_{original_class_ids_ordered[class_idx]}{block_postfix}",
iou,
)

Expand Down Expand Up @@ -440,17 +441,18 @@ def _on_eval_epoch_end_panoptic(self, log_prefix, log_per_class=False):

block_postfix = self.block_postfix(i)
if log_per_class:
original_class_ids_ordered = sorted(list(metric.things)) + sorted(list(metric.stuffs))
for class_idx in range(len(pq)):
self.log(
f"metrics/{log_prefix}_pq_class_{class_idx}{block_postfix}",
f"metrics/{log_prefix}_pq_class_{original_class_ids_ordered[class_idx]}{block_postfix}",
pq[class_idx],
)
self.log(
f"metrics/{log_prefix}_sq_class_{class_idx}{block_postfix}",
f"metrics/{log_prefix}_sq_class_{original_class_ids_ordered[class_idx]}{block_postfix}",
sq[class_idx],
)
self.log(
f"metrics/{log_prefix}_rq_class_{class_idx}{block_postfix}",
f"metrics/{log_prefix}_rq_class_{original_class_ids_ordered[class_idx]}{block_postfix}",
rq[class_idx],
)

Expand Down