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Sliding window detection, automatic clipping

Open monkeycc opened this issue 2 years ago • 1 comments

Describe the feature

Sliding window detection Auto overlap crop

Motivation

The picture is too big 9000*9000

Cannot crop directly Some details will be cropped and cannot be recognized normally Overlapping clipping required

Related resources

If there is an official code release or third-party implementations, please also provide the information here, which would be very helpful.

Additional context

sliced_inference __results___20_0

monkeycc avatar Jul 27 '22 01:07 monkeycc

I have not idea about any existed repo but I think it quite simple to implement:

  1. crop Input and batching, for example input shape [9, 3, 9000/4, 9000/4]
  2. inference without NMS
  3. affine bbox with crop_offset
  4. NMS cross batch during postprocess

tpoisonooo avatar Jul 27 '22 02:07 tpoisonooo

Close this issue due to no reply for a long time. Please open a new one if you have any more ideas.

tpoisonooo avatar Aug 09 '22 02:08 tpoisonooo