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ArrowLuo avatar ArrowLuo commented on May 20, 2024

@lonngxiang It is not a clear question for me. Can you describe clearer?
I guess your problem is that if there is a lot of videos as retrieval candidates, how to deal with the memory cost. If that is the case, I think the loose type can solve this problem naturally with cached video features. Then the retrieval scores can be calculated via the off-the-shelf feature. Besides, some other hash methods can also be used to speed the retrieval.

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lonngxiang avatar lonngxiang commented on May 20, 2024

@lonngxiang It is not a clear question for me. Can you describe clearer?
I guess your problem is that if there is a lot of videos as retrieval candidates, how to deal with the memory cost. If that is the case, I think the loose type can solve this problem naturally with cached video features. Then the retrieval scores can be calculated via the off-the-shelf feature. Besides, some other hash methods can also be used to speed the retrieval.

I meaning: A video is divided into many frames of images. Each query is based on image dimension, so the result will be very complicated. I don't know if I can get the video vector directly, so I can directly recall the whole video content that conforms to Query

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ArrowLuo avatar ArrowLuo commented on May 20, 2024

Yes, we aggregate all frame features via mean pooling, LSTM, Transformer, etc. in our paper. Thus, a video is indeed encoded as a vector. See section 3.3 for more information, please.

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lonngxiang avatar lonngxiang commented on May 20, 2024

Yes, we aggregate all frame features via mean pooling, LSTM, Transformer, etc. in our paper. Thus, a video is indeed encoded as a vector. See section 3.3 for more information, please.

OK, thank you for your patient reply

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ArrowLuo avatar ArrowLuo commented on May 20, 2024

Thank you for your attention. Reopen this issue if any other questions.

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lonngxiang avatar lonngxiang commented on May 20, 2024

use mean pooling, LSTM, Transformer to generate a video vector;Does this paper end up as a similar recall of text vector dot videos vector?

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