diff --git a/README.rst b/README.rst index 10de734..0cbf4a2 100644 --- a/README.rst +++ b/README.rst @@ -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 diff --git a/netcal/binning/HistogramBinning.py b/netcal/binning/HistogramBinning.py index 5ddc0b1..0c8a711 100644 --- a/netcal/binning/HistogramBinning.py +++ b/netcal/binning/HistogramBinning.py @@ -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) diff --git a/netcal/metrics/ACE.py b/netcal/metrics/ACE.py index 57df620..ed9153f 100644 --- a/netcal/metrics/ACE.py +++ b/netcal/metrics/ACE.py @@ -45,7 +45,7 @@ class ACE(_Miscalibration): `Get source online `_ .. [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) diff --git a/netcal/metrics/ECE.py b/netcal/metrics/ECE.py index 3ac57ca..d770a21 100644 --- a/netcal/metrics/ECE.py +++ b/netcal/metrics/ECE.py @@ -46,7 +46,7 @@ class ECE(_Miscalibration): `Get source online `_ .. [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) diff --git a/netcal/metrics/MCE.py b/netcal/metrics/MCE.py index 4656ed7..e275a0f 100644 --- a/netcal/metrics/MCE.py +++ b/netcal/metrics/MCE.py @@ -44,7 +44,7 @@ class MCE(_Miscalibration): `Get source online `_ .. [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) diff --git a/netcal/metrics/Miscalibration.py b/netcal/metrics/Miscalibration.py index 0e37312..b59ca9d 100644 --- a/netcal/metrics/Miscalibration.py +++ b/netcal/metrics/Miscalibration.py @@ -43,7 +43,7 @@ class _Miscalibration(object): `Get source online `_ .. [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 diff --git a/netcal/presentation/ReliabilityDiagram.py b/netcal/presentation/ReliabilityDiagram.py index dce4cd1..cdcde30 100644 --- a/netcal/presentation/ReliabilityDiagram.py +++ b/netcal/presentation/ReliabilityDiagram.py @@ -56,7 +56,7 @@ class ReliabilityDiagram(object): `Get source online `_ .. [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)) diff --git a/netcal/scaling/BetaCalibration.py b/netcal/scaling/BetaCalibration.py index 3b16619..a9d0362 100644 --- a/netcal/scaling/BetaCalibration.py +++ b/netcal/scaling/BetaCalibration.py @@ -91,7 +91,7 @@ class are treated as independent of each other (sigmoid). `Get source online `_ .. [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) diff --git a/netcal/scaling/BetaCalibrationDependent.py b/netcal/scaling/BetaCalibrationDependent.py index c64419b..0a3d495 100644 --- a/netcal/scaling/BetaCalibrationDependent.py +++ b/netcal/scaling/BetaCalibrationDependent.py @@ -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" diff --git a/netcal/scaling/LogisticCalibration.py b/netcal/scaling/LogisticCalibration.py index a0db955..a2a005f 100644 --- a/netcal/scaling/LogisticCalibration.py +++ b/netcal/scaling/LogisticCalibration.py @@ -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) diff --git a/netcal/scaling/LogisticCalibrationDependent.py b/netcal/scaling/LogisticCalibrationDependent.py index 4b2a2bf..56d0f6a 100644 --- a/netcal/scaling/LogisticCalibrationDependent.py +++ b/netcal/scaling/LogisticCalibrationDependent.py @@ -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) diff --git a/netcal/scaling/TemperatureScaling.py b/netcal/scaling/TemperatureScaling.py index 6aa970e..ae945e9 100644 --- a/netcal/scaling/TemperatureScaling.py +++ b/netcal/scaling/TemperatureScaling.py @@ -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)