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About the model explanation about catr HOT 9 OPEN

saahiluppal avatar saahiluppal commented on August 11, 2024 1
About the model explanation

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Comments (9)

saahiluppal avatar saahiluppal commented on August 11, 2024 1

I've read it in ablation studies of some paper, not sure which paper.
I'll share the name of the paper as soon as i come across it again.

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ohwi avatar ohwi commented on August 11, 2024

I saw little difference at the backbone. The paper uses ViT and this work uses CNN.

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saahiluppal avatar saahiluppal commented on August 11, 2024

Hey, Thanks for the feedback.

This work is inspired from Facebook AI's (Detection Transformer) which aims to do object detection with transformers.

The paper you've enclosed is very recent work on this similar topic, but they have not provided any implementation.

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ohwi avatar ohwi commented on August 11, 2024

Thank you for your reply.

I think I understand the structure of your work. Thank you!!

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parthskansara avatar parthskansara commented on August 11, 2024

Hi @saahiluppal, I am trying to understand where the object detection part is occurring in the code, and what exact algorithm you're using.

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saahiluppal avatar saahiluppal commented on August 11, 2024

Hey,
The model is not doing Object Detection at any phase.

Image is fed to a resnet and this backbone will give us the feature embedding along with the corresponding mask for the image.
Then these features and mask are fed to the transformer,
and the rest is handled by attention.

That is the versatility of attention mechanism.

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saahiluppal avatar saahiluppal commented on August 11, 2024

PS: Recent research shows that doing "Object Detection" prior to "Image Captioning" doesn't bring any additional improvement, instead it will just increase complexity.

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ohwi avatar ohwi commented on August 11, 2024

PS: Recent research shows that doing "Object Detection" prior to "Image Captioning" doesn't bring any additional improvement, instead it will just increase complexity.

Hi. Would you let me know what is the paper you referenced? Thank you.

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Tough-Stone avatar Tough-Stone commented on August 11, 2024

Have you found which paper the structure of this code refers to?Thanks

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