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[CVPR 2023] STMixer: A One-Stage Sparse Action Detector

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SA-Inference of STMixer

Step 1: Sequential patch inferencing

STMixer with slicing aided inference with sequential inferencing of patches in my_demo/video_pb.py. We have done this modification to alphaction/modeling/stm_decoder such that:

  • In case of objectness (actor) score lower than threshold, no action is cosidered (without that, we will have a lot of ghsot actions!)
  • In addition to box and action list, objectness score will also be returned in inference and therefore, it can be used for post-processing (NMS post-processing for overlapping patches).

RealTime processing of STMixer

We have created a duplicated version of alphaction in rt_alphaction. The idea is to be able to modify the modules in alphacaction in an isolated manner to avoid any conflic with previous step. The code is here.

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[CVPR 2023] STMixer: A One-Stage Sparse Action Detector

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