Bob’s Basic Image Processing Routines¶
Todo
Explain DCTFeatures constructor in more detail.
(The original entry is located in /local/builds/bob/bob.ip.base/miniconda/conda-bld/bob.ip.base_1523390289009/_test_env_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold/lib/python3.6/site-packages/bob/ip/base/__init__.py:docstring of bob.ip.base.DCTFeatures, line 14.)
Todo
The parameter(s) ‘levels, max_level, min_level, quantization_table’ are used, but not documented.
Parameters:
dtype : numpy.dtype
[default:numpy.uint8] The data-type for the GLCM class
glcm : bob.ip.base.GLCM
The GLCM object to use for copy-construction
(The original entry is located in /local/builds/bob/bob.ip.base/miniconda/conda-bld/bob.ip.base_1523390289009/_test_env_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold/lib/python3.6/site-packages/bob/ip/base/__init__.py:docstring of bob.ip.base.GLCM, line 19.)
Todo
Explain GaussianScaleSpace constructor in more detail.
(The original entry is located in /local/builds/bob/bob.ip.base/miniconda/conda-bld/bob.ip.base_1523390289009/_test_env_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold/lib/python3.6/site-packages/bob/ip/base/__init__.py:docstring of bob.ip.base.GaussianScaleSpace, line 13.)
Todo
UPDATE as this is not true
(The original entry is located in /local/builds/bob/bob.ip.base/miniconda/conda-bld/bob.ip.base_1523390289009/_test_env_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold/lib/python3.6/site-packages/bob/ip/base/__init__.py:docstring of bob.ip.base.LBPTop, line 7.)
Todo
Add documentation for MultiscaleRetinex
(The original entry is located in /local/builds/bob/bob.ip.base/miniconda/conda-bld/bob.ip.base_1523390289009/_test_env_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold/lib/python3.6/site-packages/bob/ip/base/__init__.py:docstring of bob.ip.base.MultiscaleRetinex, line 13.)
Todo
Check if this documentation is correct (seems to be
copied from bob.ip.base.SelfQuotientImage
(The original entry is located in /local/builds/bob/bob.ip.base/miniconda/conda-bld/bob.ip.base_1523390289009/_test_env_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold/lib/python3.6/site-packages/bob/ip/base/__init__.py:docstring of bob.ip.base.MultiscaleRetinex.process, line 4.)
Todo
Explain SIFT constructor in more detail.
(The original entry is located in /local/builds/bob/bob.ip.base/miniconda/conda-bld/bob.ip.base_1523390289009/_test_env_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold/lib/python3.6/site-packages/bob/ip/base/__init__.py:docstring of bob.ip.base.SIFT, line 13.)
Todo
explain SelfQuotientImage constructor
(The original entry is located in /local/builds/bob/bob.ip.base/miniconda/conda-bld/bob.ip.base_1523390289009/_test_env_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold/lib/python3.6/site-packages/bob/ip/base/__init__.py:docstring of bob.ip.base.SelfQuotientImage, line 15.)
Todo
Explain TanTriggs constructor in more detail.
(The original entry is located in /local/builds/bob/bob.ip.base/miniconda/conda-bld/bob.ip.base_1523390289009/_test_env_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold/lib/python3.6/site-packages/bob/ip/base/__init__.py:docstring of bob.ip.base.TanTriggs, line 13.)
Todo
Explain VLDSIFT constructor in more detail.
(The original entry is located in /local/builds/bob/bob.ip.base/miniconda/conda-bld/bob.ip.base_1523390289009/_test_env_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold/lib/python3.6/site-packages/bob/ip/base/__init__.py:docstring of bob.ip.base.VLDSIFT, line 12.)
Todo
Describe the output of the VLDSIFT.extract()
method in more detail.
(The original entry is located in /local/builds/bob/bob.ip.base/miniconda/conda-bld/bob.ip.base_1523390289009/_test_env_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold/lib/python3.6/site-packages/bob/ip/base/__init__.py:docstring of bob.ip.base.VLDSIFT.extract, line 8.)
Todo
Explain VLSIFT constructor in more detail.
(The original entry is located in /local/builds/bob/bob.ip.base/miniconda/conda-bld/bob.ip.base_1523390289009/_test_env_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold/lib/python3.6/site-packages/bob/ip/base/__init__.py:docstring of bob.ip.base.VLSIFT, line 12.)
Todo
explain WeightedGaussian constructor
(The original entry is located in /local/builds/bob/bob.ip.base/miniconda/conda-bld/bob.ip.base_1523390289009/_test_env_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold/lib/python3.6/site-packages/bob/ip/base/__init__.py:docstring of bob.ip.base.WeightedGaussian, line 13.)
Todo
Explain gamma correction in more detail
(The original entry is located in /local/builds/bob/bob.ip.base/miniconda/conda-bld/bob.ip.base_1523390289009/_test_env_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold/lib/python3.6/site-packages/bob/ip/base/__init__.py:docstring of bob.ip.base.gamma_correction, line 3.)
This Python module contains base functionality from Bob bound to Python, available in the C++ counter-part bob::ip::base.
Documentation¶
References¶
| [Atanasoaei2012] | Cosmin Atanasoaei. Multivariate Boosting with Look-up Tables for Face Processing, PhD thesis, EPFL, 2012. pdf |
| [Sanderson2002] | Conrad Sanderson and Kuldip K. Paliwal. Polynomial Features for Robust Face Authentication, In Proceedings of the IEEE International Conference on Image Processing, 2002. pdf |
| [TanTriggs2007] | Xiaoyang Tan and Bill Triggs. Enhanced Local Texture Feature Sets for Face Recognition Under Difficult Lighting Conditions, In International Conference on Analysis and Modeling of Faces and Gestures, 2007. pdf |
| [Jobson1997] | D. Jobson, Z. Rahman and G. Woodell. A Multiscale Retinex for bridging the gap between color images and the Human observation of scenes, In IEEE Transactions on Image Processing, vol. 6, n. 7, 1997. |
| [Wang2004] | H. Wang, S.Z. Li and Y. Wang. Face Recognition under Varying Lighting Conditions Using Self Quotient Image, In IEEE International Conference on Image Processing, vol. 2, pp. 1397-1400, 2004. |
| [Lowe2004] | D. Lowe. Distinctive Image Features from Scale-Invariant Keypoints, In International Journal of Computer Vision, 2004. |
| [Dalal2005] | N. Dalal, B. Triggs. Histograms of Oriented Gradients for Human Detection, In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2005. |
| [Haralick1973] | R. M. Haralick, K. Shanmugam, I. Dinstein. Textural Features for Image Classification, In IEEE Transactions on Systems, Man and Cybernetics, vol. SMC-3, No. 6, p. 610-621, 1973. |
| [Szeliski2010] | Richard Szeliski. Computer Vision: Algorithms and Applications (1st ed.). Springer-Verlag New York, USA, 2010. |
| [Zhao2007] | G. Zhao and M. Pietikainen. Dynamic Texture Recognition Using Local Binary Patterns with an Application to Facial Expressions, in IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 29, no. 6, pp. 915-928, June 2007. doi: 10.1109/TPAMI.2007.1110 |