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gaochen315 avatar gaochen315 commented on August 18, 2024

Each GT H-O pair has H_box and O_box. We randomly jitter these bounding boxes, i.e. translation, changing the ratio, but making sure the IOU between these augmented boxes and the GT boxes is larger than a threshold. We then pair the augmented H_box and O_box, and regard these pairs as positive training data as well

To train the human stream, at each iteration we focus on one H-O pair. This gives us one H_box. We can also borrow 15 additional augmented H_boxes. We train the human stream with these (1+15=16) H_boxes. Thus the batch size is 16 (even though all 16 boxes are about the same H).

Please let me know if I explain the procedure clearly. Thanks.

from ican.

ASMIftekhar avatar ASMIftekhar commented on August 18, 2024

Thanks for your response. I have another question related to your answer, did you train the human stream with detected bounding boxes from Fast RCNN+augmented_boxes or ground truth boxes+augmented_boxes?

from ican.

gaochen315 avatar gaochen315 commented on August 18, 2024

Ground truth boxes+augmented boxes.

from ican.

ASMIftekhar avatar ASMIftekhar commented on August 18, 2024

Thank you.

from ican.

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