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38 changes: 22 additions & 16 deletions lib/object_detector.py
Original file line number Diff line number Diff line change
Expand Up @@ -305,27 +305,33 @@ def forward(self, x, im_sizes, image_offset,
od_box_priors = rois[:, 1:]

if (not self.training and not self.mode == 'gtbox') or self.mode in ('proposals', 'refinerels'):
nms_inds, nms_scores, nms_preds, nms_boxes_assign, nms_boxes, nms_imgs = self.nms_boxes(
nms_res = self.nms_boxes(
od_obj_dists,
rois,
od_box_deltas, im_sizes,
)
im_inds = nms_imgs + image_offset
obj_dists = od_obj_dists[nms_inds]
obj_fmap = obj_fmap[nms_inds]
box_deltas = od_box_deltas[nms_inds]
box_priors = nms_boxes[:, 0]

if self.training and not self.mode == 'gtbox':
# NOTE: If we're doing this during training, we need to assign labels here.
pred_to_gtbox = bbox_overlaps(box_priors, gt_boxes).data
pred_to_gtbox[im_inds.data[:, None] != gt_classes.data[None, :, 0]] = 0.0

max_overlaps, argmax_overlaps = pred_to_gtbox.max(1)
rm_obj_labels = gt_classes[:, 1][argmax_overlaps]
rm_obj_labels[max_overlaps < 0.5] = 0

if nms_res is None:
return None
else:
rm_obj_labels = None
nms_inds, nms_scores, nms_preds, nms_boxes_assign, nms_boxes, nms_imgs = nms_res

im_inds = nms_imgs + image_offset
obj_dists = od_obj_dists[nms_inds]
obj_fmap = obj_fmap[nms_inds]
box_deltas = od_box_deltas[nms_inds]
box_priors = nms_boxes[:, 0]

if self.training and not self.mode == 'gtbox':
# NOTE: If we're doing this during training, we need to assign labels here.
pred_to_gtbox = bbox_overlaps(box_priors, gt_boxes).data
pred_to_gtbox[im_inds.data[:, None] != gt_classes.data[None, :, 0]] = 0.0

max_overlaps, argmax_overlaps = pred_to_gtbox.max(1)
rm_obj_labels = gt_classes[:, 1][argmax_overlaps]
rm_obj_labels[max_overlaps < 0.5] = 0
else:
rm_obj_labels = None
else:
im_inds = rois[:, 0].long().contiguous() + image_offset
nms_scores = None
Expand Down