Save multi resolution image (#311)#320
Conversation
* create an image with high resolution on bboxes part and low resolution elsewhere * save the image with the avif format and lower overall quality to save image weight
|
Hey! Thanks a lot for the PR, really interesting ideas here First, sorry for the delay on the review, I’ll try to be more reactive going forward. On the AVIF part, I’m a bit concerned about compatibility. Firefighters are not always using up to date browsers or environments, so we need to be extra careful here. From what I’ve seen, support is improving but still not fully reliable depending on the browser and especially the tooling we use. Do you know if you checked how well AVIF is handled on the frontend side, in our current stack? (display, zoom, annotations, etc.) On the variable resolution idea (high res on bbox, lower elsewhere), I think it’s a very interesting optimization, but I’m a bit worried about using only this format for the dataset. It could introduce biases during training, since the model might learn artifacts from the resolution differences instead of actual smoke patterns. So I’d prefer not to replace the current images entirely with this approach. Maybe a good compromise could be: keep standard JPEG images for training and platform usage optionally use AVIF for long term storage or archival to reduce size Also, this is just a discussion, I still think it’s worth testing this in practice. I’d like to set this up on a test tower to capture:
Curious to hear your thoughts, especially on the AVIF compatibility side |
3 participants
create an image with high resolution on bboxes part and low resolution elsewhere
save the image with the avif format and lower overall quality to save image weight