ultralytics 8.0.94
HUBDatasetStats() Segment and Pose support (#2450)
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: JF Chen <k-2feng@hotmail.com> Co-authored-by: Ayush Chaurasia <ayush.chaurarsia@gmail.com> Co-authored-by: Laughing-q <1185102784@qq.com>
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@ -72,9 +72,8 @@ class ClassificationTrainer(BaseTrainer):
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return # dont return ckpt. Classification doesn't support resume
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def build_dataset(self, img_path, mode='train'):
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dataset = ClassificationDataset(root=img_path, imgsz=self.args.imgsz, augment=mode == 'train')
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return dataset
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def build_dataset(self, img_path, mode='train', batch=None):
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return ClassificationDataset(root=img_path, imgsz=self.args.imgsz, augment=mode == 'train')
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def get_dataloader(self, dataset_path, batch_size=16, rank=0, mode='train'):
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"""Returns PyTorch DataLoader with transforms to preprocess images for inference."""
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@ -46,7 +46,8 @@ class ClassificationValidator(BaseValidator):
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"""Finalizes metrics of the model such as confusion_matrix and speed."""
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self.confusion_matrix.process_cls_preds(self.pred, self.targets)
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if self.args.plots:
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self.confusion_matrix.plot(save_dir=self.save_dir, names=list(self.names.values()))
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for normalize in True, False:
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self.confusion_matrix.plot(save_dir=self.save_dir, names=self.names.values(), normalize=normalize)
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self.metrics.speed = self.speed
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self.metrics.confusion_matrix = self.confusion_matrix
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