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Add iTPN Supports for Non-three channel image #1735

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merged 3 commits into from Sep 4, 2023
Merged

Add iTPN Supports for Non-three channel image #1735

merged 3 commits into from Sep 4, 2023

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MGAMZ
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@MGAMZ MGAMZ commented Jul 31, 2023

Motivation

The iTPN implementation does not support for Non-three channel image, while its neck is ready for it.
But I'm not sure if this change is in line with the original design.

Modification

Class iTPNHiViT: Pass other argments including channel arg to its superclass(HiViT).
Class MAEPretrainHead: Modify channels from 3 to self.in_channels, which allows users to specify specific channels number.

Use cases (Optional)

backbone=dict(type='iTPNHiViT', in_chans=1,),
neck=dict(type='iTPNPretrainDecoder', in_chans=1,),
head=dict(type='MAEPretrainHead', in_channels=1,),

When trying iTPN pretrain, it only supports images with 3 channels. One of the restrictions is from MAEHead.
The HiViT supports specifying channels, but the iTPNHiViT class can't pass channel argments to it. This is one of the reasons that iTPNHiViT implementation only support images with 3 channels.
@codecov
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codecov bot commented Jul 31, 2023

@fangyixiao18
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please run pre-commit to fix lint problem

Fix hint problem
@fangyixiao18 fangyixiao18 merged commit da1da48 into open-mmlab:dev Sep 4, 2023
8 of 9 checks passed
@MGAMZ MGAMZ deleted the dev branch September 4, 2023 06:13
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2 participants