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There is a significant difference between the validation results obtained during the execution of distill.by during training and the validation results obtained after executing evaluate.py after training.
I am reproducing your code on the Scannet dataset.
The following is the final result of executing evaluate.py
evaluating 49540568 points...
classes IoU
The following excerpt is from the training log of distill.by, and the model at the 90th epoch is the best model.
[2024-10-14 01:10:04,873 distill.py line 465] Val result: mIoU/mAcc/allAcc 0.4345/0.5428/0.7595.
The text was updated successfully, but these errors were encountered:
There is a significant difference between the validation results obtained during the execution of distill.by during training and the validation results obtained after executing evaluate.py after training.
I am reproducing your code on the Scannet dataset.
The following is the final result of executing evaluate.py
evaluating 49540568 points...
classes IoU
wall : 0.737 (9711412/13169998)
floor : 0.888 (8325308/9374070)
cabinet : 0.458 (798335/1743003)
bed : 0.697 (684456/981554)
chair : 0.710 (2863996/4032050)
sofa : 0.624 (605267/969955)
table : 0.523 (1083707/2070202)
door : 0.446 (909689/2041809)
window : 0.516 (974451/1888683)
bookshelf : 0.675 (975975/1445593)
picture : 0.174 ( 44180/253470)
counter : 0.404 (118225/292895)
desk : 0.451 (404440/896387)
curtain : 0.547 (445784/814689)
refrigerator : 0.413 (108950/264016)
shower curtain: 0.000 ( 0/158208)
toilet : 0.802 ( 99836/124456)
sink : 0.497 ( 61659/124068)
bathtub : 0.601 ( 58872/97972 )
otherfurniture: 0.218 (491901/2252587)
Mean IoU 0.5191339645582693
Mean Acc 0.6294690727698209
The following excerpt is from the training log of distill.by, and the model at the 90th epoch is the best model.
[2024-10-14 01:10:04,873 distill.py line 465] Val result: mIoU/mAcc/allAcc 0.4345/0.5428/0.7595.
The text was updated successfully, but these errors were encountered: