-
Required Readings:
-
Selected parts of
Machine Vision
by R. Jain, R. Kasturi, and B. G. Schunck, McGraw-Hill,
New York, 1995. The selected readings are marked in course outline with
the letter 'C'.
A collection of readings from journals and conference proceedings.
Collected readings are shown enclosed in brackets for the lecture
in which they will be discussed.
-
Supplementary Texts (optional):
-
Digital Image Processing, by K. R. Castleman, Prentice Hall,
1996.
A Guided Tour of Computer Vision, by Nalwa, Addison Wesley, 1993.
Matlab Image Processing Toolbox User's Guide, The MathWorks, Inc.,
1993.
Other books on reserve at Barker Engineering Library.
-
Course Outline (subject to change):
-
Sep
T 3 Overview C1 P0 out
R 5 Binary image algorithms C2
T 10 Geometric properties, morphology P0 due, P1 out
R 12 Region processing C3
T 17 Region segmentation
R 19 Image filtering C4
T 24 Image transforms
R 26 Multiscale representations [1,2]
Oct
T 1 Edge detection C5 P1 due, P2 out
R 3 Digital watermark, steganography [3]
T 8 Edges, contours C6
R 10 Curve matching and approximation [4,5]
T 15 Monday schedule: no class
R 17 Active contours
T 22 Texture measures C7 P2 due, P3 out
R 24 Texture, shape from texture
T 29 Image formation and irradiance C8,9
R 31 Shape from shading [6]
Nov
T 5 View-based models [14,15]
R 7 Detection, recognition, pose est.
T 12 Motion estimation C14
R 14 Motion tracking, recursive est. [11,12]
T 19 Optic flow, parameter estimation P3 due, P4 out
R 21 Mosaics, Image warping [9,10]
T 26 Structure from motion [13]
Thanksgiving
Dec
T 3 visiting lecture: Steve Mann
R 5 Shape representation [17,18]
T 10 Object recognition P4 due
-
Readings
-
-
P. Burt and E. Adelson,
The Laplacian pyramid as a compact image code,
IEEE Trans. Comm. 31, 1983, 532-540.
-
P. Burt and E. Adelson,
A multiresolution spline with application to image mosaics,
ACM Trans. Graphics 2, 1983, 217-236.
- I. Cox, J. Kilian, T. Leighton, and T. Shamoon,
Secure Spread Spectrum Watermarking for Multimedia,
NEC Research Institute Technical Report 95-10.
-
M. Kass, A. Witkin, and D. Terzopoulos,
Snakes: Active contour models,
Int. J. Computer Vision 1,
1988, 321-331.
- A. Witkin,
Scale-Space Filtering,
Proc. of 8th Int. Joint Conf. on Artificial Intelligence,
1983, 1019-1022.
-
A. Pentland and M. Bichsel,
Extracting shape-from-shading, in
Handbook of Pattern Recognition and Image Processing: Computer Vision,
T. Young, ed., Academic Press, New York, 1994, 161-183.
- G. Healey and D. Slater,
Global color constancy: recognition of objects by use of
illumination-invariant properties of color distributions,
J. Optical Society of America: A
11(11):3003-3010, 1994.
- M. Swain and D. Ballard. Color Indexing.
International Journal of Computer Vision, 7(1):11--32, 1991.
-
M. Irani, P. Anandan, and S. Hsu,
Mosaic Based Representations of Video Sequences and Their Applications,
Proc. 5th Int. Conf. Computer Vision, 1995, 605-611.
-
R. Szeliski, Video Mosaics for Virtual Environments,
IEEE Computer Graphics and Applications, 16(2):22-30, 1996.
-
T. Darrell and A. Pentland,
Space-time gestures,
Proc. Computer Vision and Pattern Recognition Conf.,
1993, 335-340.
- A. Blake and R. Curwen and A. Zisserman,
A Framework for Spatiotemporal Control in the Tracking
of Visual Contours,
International Journal of Computer Vision,
11(2):127-146, 1993.
-
C. Tomasi and T. Kanade,
Factoring image sequences into shape and motion,
Proc. IEEE Workshop on Visual Motion,
1991, 21-28.
-
H. Murase and S. Nayar,
Visual learning and recognition of 3-D objects from appearance,
Int. J. Computer Vision, 14: 5-24,
1995.
- A. Pentland, B. Moghaddam, and T. Starner,
View-Based and Modular Eigenspaces for Face Recognition,
Proc. IEEE Conf. on Computer Vision and Pattern Recognition,
1994.
- A. Yuille, P. Hallinan, and D. Cohen,
Feature extraction from faces using deformable templates,
Int. J. of Computer Vision
8(2):99-111, 1992.
- R. Brooks,
Model-based three-dimensional interpretations of two-dimensional images,
IEEE Trans. on Pattern Recognition and Machine Intelligence,
5(2):140-149, 1988.
- A. Pentland,
Perceptual Organization and Representation of Natural Form,
Artificial Intelligence, 28(3):91-123, 1986.
Stan Sclaroff
Page Created: December 5, 1995
Last Modified: August 28, 1996