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The training parameters of S3DIS

Open M-leng opened this issue 3 years ago • 3 comments

Hello, I have followed your tips, and trained the model. On Area 5, S3DIS dataset, the model I trained only achieved 61.078 mIOU. The mIoU in your paper is 65.4. Could your share your training parameters on S3DIS dataset? Looking forward to your reply.

M-leng avatar Oct 25 '21 06:10 M-leng

Hi, is 61.078 your validation result (a sampled data of Area 5) during training? i.e, have you done the post-test on whole Area 5 by running something like: python -B main_S3DIS.py --gpu 0 --mode test --test_area 5 --model_path 'pretrained/Area5/snap-32251'

I remember that the validation result of my reported model is about 62-63, while after running the above testing command, the final results would be around 65.

The original training log is no longer available on our server since it has been periodically cleaned-up. If I did not made any "silly" mistake, I leave all setting on github as it was on our server. However, it is possible that deep learning always produces some randomness, would you mind running it for multiple times? Alternatively, you can try to modify the batch size and train_steps in helper_tool.py

ShiQiu0419 avatar Oct 25 '21 07:10 ShiQiu0419

Hello, I have trained the network with the settings you provided in your code. and after running the test command I got the following results on the areas below. Can you please share your training and testing settings?

Area | Results (me) |Your Results

area2 | 52.98 | 57.8 area3 | 78.83 | 80.0 area4 | 59.77 | 64.3 area5 | 63.51 | 65.4 area6 | 79.98 | 81.8

raoumairwaheed avatar Feb 24 '22 08:02 raoumairwaheed

Thanks for your interests. I use the same training settings as in the codes. Did you use the evaluation codes for a whole area test? 

You may conduct the exps for several times and pick up a best one. If not possible, you can use our pretrained models for test or finetuning purposes.

------------------ Original ------------------ From: raoumairwaheed @.> Date: Thu,Feb 24,2022 7:39 PM To: ShiQiu0419/BAAF-Net @.> Cc: ShiQiu0419 @.>, Comment @.> Subject: Re: [ShiQiu0419/BAAF-Net] The training parameters of S3DIS (Issue #14)

Hello, I have trained the network with the settings you provided in your code. and after running the test command I got the following results on the areas below. Can you please share your training and testing settings?

Area | Results (me) |Your Results

area2 | 52.98 | 57.8 area3 | 78.83 | 80.0 area4 | 59.77 | 64.3 area5 | 63.51 | 65.4 area6 | 79.98 | 81.8

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ShiQiu0419 avatar Feb 24 '22 08:02 ShiQiu0419