Getting Less Accuracy on High resolution images

[Kaustubh-cpu]

@xuebinqin @DengPingFan @PINTO0309 @16673161214

Hello Authors ,

As i have finetune and trained the model on 1024 Resolution but when i am trying to do the inference on higher resolution its accuracy directly goes down to -20% where as at the same time when i resized the image to 1024 and did the inference then the accuracy is bit good as compared to high resolution images results

[xuebinqin]

the input resolution is highly influencing the receptive field so that lead to different "data distribution" when you change the resolution. The accuracy degradation kind of make sense under current configuration.

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On Sun, Mar 17, 2024 at 10:28 PM Kaustubh-cpu ***@***.***> wrote: @xuebinqin <https://github.com/xuebinqin> @DengPingFan <https://github.com/DengPingFan> @PINTO0309 <https://github.com/PINTO0309> @16673161214 <https://github.com/16673161214> Hello Authors , As i have finetune and trained the model on 1024 Resolution but when i am trying to do the inference on higher resolution its accuracy directly goes down to -20% where as at the same time when i resized the image to 1024 and did the inference then the accuracy is bit good as compared to high resolution images results — Reply to this email directly, view it on GitHub <#113>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/ADSGORPK3TFMM3GMFKUY2QDYYZ3Q3AVCNFSM6AAAAABE243LFKVHI2DSMVQWIX3LMV43ASLTON2WKOZSGE4TCMRWGU3TAMY> . You are receiving this because you were mentioned.Message ID: ***@***.***>

-- Xuebin Qin PhD Department of Computing Science University of Alberta, Edmonton, AB, Canada Homepage: https://xuebinqin.github.io/

[chetan-gpu]

@xuebinqin Same Problem i am also facing can you guide us for the better results on high resolution images

[Kaustubh-cpu]

@x

@DengPingFan @HUuxiaobin @xuebinqin @HUuxiaobin @

hello sir ,
Can you please reply what approach to be used to get the same result on high resolution images there are getting some uncertain pattern in it how to resolve this issue

[Kaustubh-cpu]

No help from the auther's