Out-Of-Distribution Binary Classification Model¶

class caliber.binary_classification.ood.da_exp_interpolant.DistanceAwareExponentialInterpolantBinaryClassificationModel(model=None, conf_distance=0.99)[source]¶

fit(probs, distances, targets)[source]¶

predict(probs, distances)[source]¶

Return type:: ndarray

predict_proba(probs, distances)[source]¶

Return type:: ndarray

class caliber.binary_classification.ood.da_histogram_binning.DistanceAwareHistogramBinningBinaryClassificationModel(n_prob_bins=10, n_dist_bins=10, conf_distance=0.95, min_prob_bin=0.0)[source]¶

fit(probs, distances, targets)[source]¶

predict(probs, distances)[source]¶

Return type:: ndarray

predict_proba(probs, distances)[source]¶

Return type:: ndarray

class caliber.binary_classification.ood.da_kolmogorov_interpolant.DistanceAwareKolmogorovInterpolantBinaryClassificationModel(model=None)[source]¶

fit(probs, distances, targets)[source]¶

predict(probs, distances)[source]¶

Return type:: ndarray

predict_proba(probs, distances)[source]¶

Return type:: ndarray