FrancescoSaverioZuppichini

$ git clone [email protected]:xxxxx/xxxx.git my-awesome-proj
Cloning into 'my-awesome-proj'...
ssh: connect to host github.com port 22: Connection timed out
fatal: Could not read from remote repository.

$ # This should also timeout
$ ssh -T [email protected]
ssh: connect to host github.com port 22: Connection timed out

$ # but this might work

FrancescoSaverioZuppichini

%%timeit
torch_nms(bboxes + labels[..., None], scores, .45)

FrancescoSaverioZuppichini

%%timeit
nms(bboxes + labels[..., None], scores, .45)

FrancescoSaverioZuppichini

from torchvision.ops.boxes import nms as torch_nms
nms_indices = torch_nms(bboxes + labels[..., None], scores, .45)
plot_bboxes(img, 
            bboxes[nms_indices],
            colors=["yellow" if el.item() == 0 else "blue" for el in labels[nms_indices]], 
            labels=["head" if el.item()  == 0 else "mic" for el in labels[nms_indices]]
           )

FrancescoSaverioZuppichini

from ipywidgets import interact

def _interact(threshold: float):
    print(threshold)
    nms_indices = nms(bboxes + labels[..., None], scores, threshold)
    plot_bboxes(img, 
                bboxes[nms_indices],
                colors=["yellow" if el.item() == 0 else "blue" for el in labels[nms_indices]], 
                labels=["head" if el.item()  == 0 else "mic" for el in labels[nms_indices]]
               )

FrancescoSaverioZuppichini

!jupyter nbextension enable --py widgetsnbextension --sys-prefix

FrancescoSaverioZuppichini

nms_indices = nms(bboxes + labels[..., None], scores, .45)
plot_bboxes(img, 
            bboxes[nms_indices],
            colors=["yellow" if el.item() == 0 else "blue" for el in labels[nms_indices]], 
            labels=["head" if el.item()  == 0 else "mic" for el in labels[nms_indices]]
           )

FrancescoSaverioZuppichini

nms_indices = nms(bboxes, scores, .45)
plot_bboxes(img, 
            bboxes[nms_indices],
            colors=["yellow" if el.item() == 0 else "blue" for el in labels[nms_indices]], 
            labels=["head" if el.item()  == 0 else "mic" for el in labels[nms_indices]]
           )

FrancescoSaverioZuppichini

        keep[overlapped + i + 1] = 0

FrancescoSaverioZuppichini

        overlapped = torch.nonzero(iou > iou_threshold)