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Update reference to CVPR paper
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fabiankueppers committed Mar 16, 2021
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2 changes: 1 addition & 1 deletion README.rst
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Expand Up @@ -233,4 +233,4 @@ References
.. [9] Pedregosa, F., Varoquaux, G., Gramfort, A., Michel, V., Thirion, B., Grisel, O., Blondel, M., Prettenhofer, P., Weiss, R., Dubourg, V., Vanderplas, J., Passos, A., Cournapeau, D., Brucher, M., Perrot, M. and Duchesnay, E.: "Scikit-learn: Machine Learning in Python." In Journal of Machine Learning Research, volume 12 pp 2825-2830, 2011.
.. [10] Platt, John: "Probabilistic outputs for support vector machines and comparisons to regularized likelihood methods." Advances in large margin classifiers, 10(3): 61–74, 1999.
.. [11] Neumann, Lukas, Andrew Zisserman, and Andrea Vedaldi: "Relaxed Softmax: Efficient Confidence Auto-Calibration for Safe Pedestrian Detection." Conference on Neural Information Processing Systems (NIPS) Workshop MLITS, 2018.
.. [12] Fabian Küppers, Jan Kronenberger, Amirhossein Shantia and Anselm Haselhoff: "Multivariate Confidence Calibration for Object Detection"." The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, in press, 2020
.. [12] Fabian Küppers, Jan Kronenberger, Amirhossein Shantia and Anselm Haselhoff: "Multivariate Confidence Calibration for Object Detection"." The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2020
2 changes: 1 addition & 1 deletion netcal/binning/HistogramBinning.py
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Expand Up @@ -56,7 +56,7 @@ class are treated as independent of each other (sigmoid).
.. [3] Fabian Küppers, Jan Kronenberger, Amirhossein Shantia and Anselm Haselhoff:
"Multivariate Confidence Calibration for Object Detection."
The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2020, in press.
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops.
"""

@accepts((int, tuple, list), bool, bool, bool)
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2 changes: 1 addition & 1 deletion netcal/metrics/ACE.py
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Expand Up @@ -45,7 +45,7 @@ class ACE(_Miscalibration):
`Get source online <https://openreview.net/pdf?id=S1lG7aTnqQ>`_
.. [2] Fabian Küppers, Jan Kronenberger, Amirhossein Shantia and Anselm Haselhoff:
"Multivariate Confidence Calibration for Object Detection."
The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2020, in press.
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops.
"""

@dimensions((1, 2), (1, 2), None, None)
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2 changes: 1 addition & 1 deletion netcal/metrics/ECE.py
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Expand Up @@ -46,7 +46,7 @@ class ECE(_Miscalibration):
`Get source online <https://www.aaai.org/ocs/index.php/AAAI/AAAI15/paper/download/9667/9958>`_
.. [2] Fabian Küppers, Jan Kronenberger, Amirhossein Shantia and Anselm Haselhoff:
"Multivariate Confidence Calibration for Object Detection."
The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2020, in press.
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops.
"""

@dimensions((1, 2), (1, 2), None, None)
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2 changes: 1 addition & 1 deletion netcal/metrics/MCE.py
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Expand Up @@ -44,7 +44,7 @@ class MCE(_Miscalibration):
`Get source online <https://www.aaai.org/ocs/index.php/AAAI/AAAI15/paper/download/9667/9958>`_
.. [2] Fabian Küppers, Jan Kronenberger, Amirhossein Shantia and Anselm Haselhoff:
"Multivariate Confidence Calibration for Object Detection."
The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2020, in press.
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops.
"""

@dimensions((1, 2), (1, 2), None, None)
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2 changes: 1 addition & 1 deletion netcal/metrics/Miscalibration.py
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Expand Up @@ -43,7 +43,7 @@ class _Miscalibration(object):
`Get source online <https://openreview.net/pdf?id=S1lG7aTnqQ>`_
.. [3] Fabian Küppers, Jan Kronenberger, Amirhossein Shantia and Anselm Haselhoff:
"Multivariate Confidence Calibration for Object Detection."
The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2020, in press.
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops.
"""

epsilon = np.finfo(np.float).eps
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2 changes: 1 addition & 1 deletion netcal/presentation/ReliabilityDiagram.py
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Expand Up @@ -56,7 +56,7 @@ class ReliabilityDiagram(object):
`Get source online <https://www.cs.cornell.edu/~alexn/papers/calibration.icml05.crc.rev3.pdf>`_
.. [3] Fabian Küppers, Jan Kronenberger, Amirhossein Shantia and Anselm Haselhoff:
"Multivariate Confidence Calibration for Object Detection."
The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2020, in press.
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops.
"""

@accepts((int, tuple, list), bool, (float, None), int, (list, None), (float, None), (str, None), (str, None))
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2 changes: 1 addition & 1 deletion netcal/scaling/BetaCalibration.py
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Expand Up @@ -91,7 +91,7 @@ class are treated as independent of each other (sigmoid).
`Get source online <http://proceedings.mlr.press/v54/kull17a/kull17a.pdf>`_
.. [2] Fabian Küppers, Jan Kronenberger, Amirhossein Shantia and Anselm Haselhoff:
"Multivariate Confidence Calibration for Object Detection."
The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2020, in press.
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops.
"""

@accepts(bool, bool, bool)
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2 changes: 1 addition & 1 deletion netcal/scaling/BetaCalibrationDependent.py
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Expand Up @@ -103,7 +103,7 @@ class BetaCalibrationDependent(AbstractCalibration):
----------
.. [1] Fabian Küppers, Jan Kronenberger, Amirhossein Shantia and Anselm Haselhoff:
"Multivariate Confidence Calibration for Object Detection."
The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2020, in press.
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops.
.. [2] Libby, David L., and Melvin R. Novick:
"Multivariate generalized beta distributions with applications to utility assessment"
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2 changes: 1 addition & 1 deletion netcal/scaling/LogisticCalibration.py
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Expand Up @@ -90,7 +90,7 @@ class are treated as independent of each other (sigmoid).
.. [3] Fabian Küppers, Jan Kronenberger, Amirhossein Shantia and Anselm Haselhoff:
"Multivariate Confidence Calibration for Object Detection."
The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2020, in press.
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops.
"""

@accepts(bool, bool, bool)
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2 changes: 1 addition & 1 deletion netcal/scaling/LogisticCalibrationDependent.py
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Expand Up @@ -86,7 +86,7 @@ class LogisticCalibrationDependent(AbstractCalibration):
----------
.. [1] Fabian Küppers, Jan Kronenberger, Amirhossein Shantia and Anselm Haselhoff:
"Multivariate Confidence Calibration for Object Detection."
The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2020, in press.
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops.
"""

@accepts(bool)
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2 changes: 1 addition & 1 deletion netcal/scaling/TemperatureScaling.py
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Expand Up @@ -44,7 +44,7 @@ class are treated as independent of each other (sigmoid).
.. [2] Fabian Küppers, Jan Kronenberger, Amirhossein Shantia and Anselm Haselhoff:
"Multivariate Confidence Calibration for Object Detection."
The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2020, in press.
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops.
"""

@accepts(bool, bool)
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