SehwanChoi0307 / Mask2Map

Apache License 2.0
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When will code release? #3

Open Dominic23331 opened 2 weeks ago

Dominic23331 commented 2 weeks ago

May I ask when the code can be released? One more thing, how is the Max Survival algorithm implemented in the GFE module? I use kernel to scan the mask, but the speed is too slow

SehwanChoi0307 commented 2 weeks ago

We plan to release the code within a few weeks. Please wait a little longer. For the 'Max Survival algorithm': We transform the shape into a defined grid format and then extract the max index. Subsequently, we apply a technique that changes everything except the max index to zero. This process is similar to max pooling, but the overall shape is maintained.

Dominic23331 commented 2 weeks ago

image Did you use an attention mask here? I think each line should pay attention to its corresponding mask

Dominic23331 commented 2 weeks ago

image What should I do if there are not enough points after threshold filtering in this step? If there is not a single point after passing the threshold, how should we proceed with the next steps?

SehwanChoi0307 commented 2 weeks ago

If there are not enough points, use zero-padding. The code will be released later, and it will provide more details. Thank you.

Dominic23331 commented 2 weeks ago

image What should I do if there are not enough points after threshold filtering in this step? If there is not a single point after passing the threshold, how should we proceed with the next steps?

Can you release this part of the code first?

Dominic23331 commented 2 weeks ago

image May I ask what is the difference between using GFE module and directly using bev seg mask as the attention mask? @SehwanChoi0307

SehwanChoi0307 commented 5 days ago

Using BEV features with a BEV segmentation mask as an attention mask can implicitly capture geometric information. However, this approach may require substantial computational resources and include unnecessary information. We propose GFE to explicitly capture the detailed geometric structure of each instance at the point level.

ailias commented 2 days ago

How to keep GFE module differentiable and efficiency for end to end training?