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cnn-rnn-ocr: batch flipped line candidates together with rest
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7e776612a4
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1 changed files with 5 additions and 3 deletions
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@ -299,8 +299,9 @@ class Eynollah_ocr(Eynollah):
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ver_index = np.array(ver_index)
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imgs_rgb = np.stack(imgs_rgb)
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imgs_bin = np.stack(imgs_bin)
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imgs_rgb_ver = imgs_rgb[ver_index > 0, ::-1, ::-1]
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imgs_bin_ver = imgs_bin[ver_index > 0, ::-1, ::-1]
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if ver_index.any():
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imgs_rgb = np.append(imgs_rgb, imgs_rgb[ver_index > 0, ::-1, ::-1], axis=0)
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imgs_bin = np.append(imgs_bin, imgs_bin[ver_index > 0, ::-1, ::-1], axis=0)
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# inference model now yields (char-bytes, line-prob) instead of vocidx-softmax
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# (so ctc_decode and inverse StringLookup are included)
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@ -308,7 +309,8 @@ class Eynollah_ocr(Eynollah):
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preds, probs = self.model_zoo.get('ocr').predict((imgs_rgb, imgs_bin), verbose=0)
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if ver_index.any():
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preds_ver, probs_ver = self.model_zoo.get('ocr').predict((imgs_rgb_ver, imgs_bin_ver), verbose=0)
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preds, preds_ver = np.split(preds, [-np.count_nonzero(ver_index)], axis=0)
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probs, probs_ver = np.split(probs, [-np.count_nonzero(ver_index)], axis=0)
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flipped_ver_is_better = np.flatnonzero(probs_ver > probs[ver_index > 0])
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if len(flipped_ver_is_better):
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self.logger.info("%d skewed lines perform better when flipped", len(flipped_ver_is_better))
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