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lines changed Original file line number Diff line number Diff line change @@ -18,7 +18,7 @@ The final private LB score 0.892 was achieved by post processing on the model's
1818* single [ UNet] ( https://arxiv.org/abs/1505.04597 ) model with a [ Squeeze-and-Excitation network] ( https://arxiv.org/abs/1709.01507 ) encoder
1919* no ensembling, no pseudo labeling
2020* [ object context] ( https://arxiv.org/abs/1809.00916 ) in the decoders and in the base
21- * symmetric extension of the [ Lovasz hinge loss] ( https://arxiv.org/abs/1705.08790 ) function (+0.02 private LB):
21+ * symmetric extension of the [ Lovasz hinge loss] ( https://arxiv.org/abs/1705.08790 ) function (+0.02 private LB improvement ):
2222``` python
2323def symmetric_lovasz (outputs , targets ):
2424 return (lovasz_hinge(outputs, targets) + lovasz_hinge(- outputs, 1 - targets)) / 2
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