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https://github.com/gaomingqi/Track-Anything.git
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neg or positive
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@@ -46,28 +46,38 @@ class SamControler():
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return
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return
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def first_frame_click(self, image: np.ndarray, points:np.ndarray, labels: np.ndarray,logits: np.ndarray=None, multimask=True):
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def first_frame_click(self, image: np.ndarray, points:np.ndarray, labels: np.ndarray, multimask=True):
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'''
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'''
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it is used in first frame in video
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it is used in first frame in video
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return: mask, logit, painted image(mask+point)
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return: mask, logit, painted image(mask+point)
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'''
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'''
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# self.sam_controler.set_image(image)
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# self.sam_controler.set_image(image)
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origal_image = self.sam_controler.orignal_image
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origal_image = self.sam_controler.orignal_image
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if logits is None:
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neg_flag = labels[-1]
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if neg_flag==1:
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#find neg
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prompts = {
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prompts = {
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'point_coords': points,
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'point_coords': points,
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'point_labels': labels,
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'point_labels': labels,
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}
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}
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masks, scores, logits = self.sam_controler.predict(prompts, 'point', multimask)
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masks, scores, logits = self.sam_controler.predict(prompts, 'point', multimask)
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mask, logit = masks[np.argmax(scores)], logits[np.argmax(scores), :, :]
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mask, logit = masks[np.argmax(scores)], logits[np.argmax(scores), :, :]
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else:
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prompts = {
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prompts = {
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'point_coords': points,
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'point_coords': points,
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'point_labels': labels,
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'point_labels': labels,
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'mask_input': logits[None, :, :]
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'mask_input': logit[None, :, :]
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}
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}
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masks, scores, logits = self.sam_controler.predict(prompts, 'both', multimask)
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masks, scores, logits = self.sam_controler.predict(prompts, 'both', multimask)
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mask, logit = masks[np.argmax(scores)], logits[np.argmax(scores), :, :]
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mask, logit = masks[np.argmax(scores)], logits[np.argmax(scores), :, :]
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else:
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#find positive
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prompts = {
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'point_coords': points,
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'point_labels': labels,
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}
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masks, scores, logits = self.sam_controler.predict(prompts, 'point', multimask)
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mask, logit = masks[np.argmax(scores)], logits[np.argmax(scores), :, :]
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assert len(points)==len(labels)
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assert len(points)==len(labels)
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@@ -28,8 +28,8 @@ class TrackingAnything():
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mask, logit, painted_image = self.xmem.track(image, logit)
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mask, logit, painted_image = self.xmem.track(image, logit)
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return mask, logit, painted_image
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return mask, logit, painted_image
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def first_frame_click(self, image: np.ndarray, points:np.ndarray, labels: np.ndarray, logits: np.ndarray=None, multimask=True):
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def first_frame_click(self, image: np.ndarray, points:np.ndarray, labels: np.ndarray, multimask=True):
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mask, logit, painted_image = self.samcontroler.first_frame_click(image, points, labels,logits, multimask)
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mask, logit, painted_image = self.samcontroler.first_frame_click(image, points, labels, multimask)
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return mask, logit, painted_image
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return mask, logit, painted_image
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def interact(self, image: np.ndarray, same_image_flag: bool, points:np.ndarray, labels: np.ndarray, logits: np.ndarray=None, multimask=True):
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def interact(self, image: np.ndarray, same_image_flag: bool, points:np.ndarray, labels: np.ndarray, logits: np.ndarray=None, multimask=True):
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