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model.py
4
model.py
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@ -16,7 +16,7 @@ class FeatureExtractor(nn.Module):
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def __init__(self, reshape_size=224, pooling=False, verbose=False):
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super().__init__()
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self.mobilenet = models.mobilenet_v2(pretrained=True)
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self.mobilenet = models.mobilenet_v2(weights=models.MobileNet_V2_Weights)
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self.mobilenet = nn.Sequential(*list(self.mobilenet.children())[:-1]) # Remove the last classifier
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# average pooling
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@ -131,7 +131,7 @@ class FastRCNN(nn.Module):
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# print(feat.shape)
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# perform RoI Pool & mean pool
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feat=torchvision.ops.roi_pool(feat, torch.cat((proposal_batch_ids.unsqueeze(1), proposals),dim=1), output_size=(self.roi_output_w, self.roi_output_h))
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feat=torchvision.ops.roi_pool(feat, torch.cat((proposal_batch_ids.unsqueeze(1), proposals),dim=1), output_size=(self.roi_output_h, self.roi_output_w))
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# print(feat.shape)
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feat=feat.mean(dim=[2,3])
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# print(feat.shape)
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