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Use open-cd for indoor scene change use-cases?

Open arianaa30 opened this issue 1 year ago • 9 comments

I am seeing the project detects binary change maps for sattelite images. Do you think it can be used for indoor scene changes as well? Like this use-case:

image

arianaa30 avatar Jul 31 '23 02:07 arianaa30

@arianaa30 Hi, do you already try using change detection model your dataset?

chilin0525 avatar Oct 22 '23 11:10 chilin0525

No I need a pretrained model. I don't have data

  • Sent from my phone. Pls excuse typos & brevity.

On Sun, Oct 22, 2023, 6:41 AM Chilin @.***> wrote:

@arianaa30 https://github.com/arianaa30 Hi, do you already try using change detection model your dataset?

— Reply to this email directly, view it on GitHub https://github.com/likyoo/open-cd/issues/50#issuecomment-1774070931, or unsubscribe https://github.com/notifications/unsubscribe-auth/ABKBFTOP4VLSQDYFXVQRHQLYAUA6RAVCNFSM6AAAAAA25TWUE6VHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMYTONZUGA3TAOJTGE . You are receiving this because you were mentioned.Message ID: @.***>

arianaa30 avatar Oct 22 '23 13:10 arianaa30

No I need a pretrained model. I don't have data - Sent from my phone. Pls excuse typos & brevity. On Sun, Oct 22, 2023, 6:41 AM Chilin @.> wrote: @arianaa30 https://github.com/arianaa30 Hi, do you already try using change detection model your dataset? — Reply to this email directly, view it on GitHub <#50 (comment)>, or unsubscribe https://github.com/notifications/unsubscribe-auth/ABKBFTOP4VLSQDYFXVQRHQLYAUA6RAVCNFSM6AAAAAA25TWUE6VHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMYTONZUGA3TAOJTGE . You are receiving this because you were mentioned.Message ID: @.>

Hi How about this? used to no-RS data,

wangqingl avatar Nov 21 '23 02:11 wangqingl

Which one?

arianaa30 avatar Nov 21 '23 02:11 arianaa30

Which one?

What is the effect of using this model to train images in non remote sensing fields image

wangqingl avatar Nov 21 '23 04:11 wangqingl

@wangqingl Hi, I think I have some experience using change detection algorithm/model on other domain. I think the most difficult thing is the image in change detection dataset are well aligned. So you don't need to aware align problem in image preprocess in change detection problem. If your image is well aligned, I think it is worth to fine-tune on your dataset.

chilin0525 avatar Nov 21 '23 06:11 chilin0525

@wangqingl 嗨,我想我有一些在其他领域使用更改检测算法/模型的经验。我认为最困难的是变化检测数据集中的图像对齐得很好。因此,在变化检测问题中,您不需要在图像预处理中意识到对齐问题。如果你的图像对齐得很好,我认为值得对你的数据集进行微调。

Okay, thank you for your reply. What open-source methods have you used in non remote sensing datasets? Can you share with me? The alignment error of my dataset can be controlled within two pixels. I want to try borrowing from my dataset. At present, I only use some open-source methods from remote sensing datasets, but I have not achieved good results.

wangqingl avatar Nov 21 '23 07:11 wangqingl

@wangqingl I using ChangeFormer: https://github.com/wgcban/ChangeFormer/tree/main. It is also including in this repo. What open-source methods you already applied?

chilin0525 avatar Nov 21 '23 10:11 chilin0525

@wangqingl I using ChangeFormer: https://github.com/wgcban/ChangeFormer/tree/main. It is also including in this repo. What open-source methods you already applied?

Thank you, but I only use this method currently.

wangqingl avatar Nov 21 '23 13:11 wangqingl