List of papers
Also come here for materials supplemented in class
Week 2 (Oct 8): Global image-based
- Monday, Oct 8
-
Sirovich & Kirby (Carl Gold)
-
L. Sirovich and M. Kirby. Low-dimensional procedure for the
characterization of human faces. J Opt Soc Am A
4:(3) 519-524 Mar 1987.
(pdf)
-
Turk and Pentland 1991 (Carl Gold)
-
M. Turk and A. Pentland. Eigenfaces for recognition. J Cognitive
Neurosci 3: (1) 71-86 Win 1991.
- Wednesday, Oct 10
-
Murase and Nayar (Pietro Perona)
-
H. Murase and S.K. Nayar. Visual learning and recognition of 3-D
objects from appearance. Int J Comput Vision 14:
(1) 5-24 Jan 1995. (paper copy available)
-
Kreigman et al.
-
P. Belhumeur, J. Hespanha, and D. Kriegman. Eigenfaces vs. sherfaces: Recognition
using class specic linear projection. IEEE Trans. Pattern Anal. Mach. Intell.
19: (7) 711-720, 1997.
(pdf) (Fei Fei Li (#1))
-
A.S. Georghiades, P.N. Belhumeur, and D.J. Kriegman. Illumination-Based
Image Synthesis: Creating Novel Images of Human Faces Under Differing Pose
and Lighting. in Proc. Workshop on Multi-View Modeling and Analysis of
Visual Scenes pp. 47-54, 1999.
(ps) (not required)
Week 3 (Week of Oct 15): Point-based matching & Invariants
- Monday, Oct 15
-
D. Lowe (Silvio Savarese)
- D.G. Lowe. Three-dimensional object recognition from single
two-dimensional image. Artificial intelloigence
31(3)> 355-395, 1987. (pdf)
-
Huttenlocher and Ullman (Silvio Savarese)
- D.P. Huttenlocher and S. Ullman. Recognizing solid objects by
alignment with an image. IJCV 5(2): 195-212,
1990. (paper copy available)
- Ullman and Basri (Claudio Fanti (#1))
- S. Ullman and R. Basri. Recognition by linear-combinations of
models. IEEE PAMI 13(10): 992-1006, 1991. (paper
copy available)
- Wednesday, Oct 17
- Zisserman, Munday, Forsyth (Steven Schokolne)
- C. Rothwell, A. Zisserman, D. Forsyth and J. Mundy. Planar Object
Recognition Using Projective Shape Representation.
IJCV 16(2), 1995. (ps)
- C.A. Rothwell, D.A. Forsyth, A. Zisserman and
J.L. Munday. Extracting projective structure from single
perspective views of 3D point sets. IJCV 573-582.,
1993. (pdf)
Week 4 (Week of Oct 22): Neural Networks and Support Vector Machines (I)
- Monday, Oct 22
- Hummel and Rigoutsos (Larry Matthies)
- I. Rigoutsos and R. Hummel. Massively parallel model-matching -
geometric hashing on the connection machine computer.
Computer 25(2): 33-42, 1992. (paper copy available)
- I. Rigoutsos and R. Hummel. A bayesian-approach to model-matching
with geometric hashing. Comput Vis Image Und 62(1):
11-26, 1995. (paper copy available) (not required)
- Kanade et al. (Anelia Angelova (#1, #2))
- H. Rowley, S. Baluja and T. Kanade. Neural network-based face
detection. PAMI 20(1): 23-38, 1998.
(pdf)
- H. Schneiderman and T. Kanade. A statistical model for 3D object
detection applied to faces and cars. CVPR 746-751,
2000. (ps)
- Wednesday, Oct 24
-
Pontil et al. (Anil Hirani)
- M. Pontil and A. Verri. Support vector machines for 3D object
recognition. IEEE PAMI 20(6): 637-646, 1998.
(ps)
- Tutorial on SVM
Week 5 (Week of Oct 29): Neural Networks and Support Vector Machines (II)
- Monday, Oct 29
- Le Cun et al.(Pierre Moreels (#1, #2, #3))
- R.E. Howard, B. Boser, J.S. Denker, H.P. Graf, D. Henderson,
W. Hubbard, L.D. Jackel, Y. Le Cun and H.S. Baird. Optical
character recognition: a technology driver for neural
networks. IEEE ISCS 2433-2436, 1990.
(ps)
- Y. LeCun, L. Bottou, Y. Bengio, and P. Haffner. Gradient-Based
Learning Applied to Document Recognition.
Proceedings of the IEEE 86(11): 2278-2324, 1998.
(ps)
- P. Y. Simard, Y. LeCun, J. S. Denker, and B. Victorri.
Transformation Invariance in Pattern Recognition -- Tangent
Distance and Tangent Propagation. Int J Im Sys & Tech
11(3), 2000. (ps)
- Amit et al. (Claudio Fanti (#2, #3))
- Y. Amit, D. Geman and B. Jedynak. Efficient focusing and face
detection. Face Recognition: From Theory to Application.
157-173, 1998. (ps)
- Y. Amit and D. Geman. A computational model for visual
selection. Neural Computation 11(7): 1691-1715. 1999.
(pdf)
- Wednesday, Oct 31 (guest speaker: Mel)
- Bartlett Mel
-
B.W. Mel. SEEMORE:Combining color, shape, and texture histogramming in a
neuraly-inspired approach to visual object recognition. Neural Computation,
9: 777-804, 1997. (pdf)
- Y. Amit, D. Geman and K. Wilder. Joint induction of shape features
and tree classifiers. IEEE PAMI 1997. (ps)
- K. Tanaka. Mechanisms of visual object recognition: monkey and
human studies. Curr Op Neurobio 7: 523--529, 1997.
- K. Fukushima and S. Miyake. Neocognitron: a new algorithm for
pattern recognition tolerant of deformations and shifts in
position. Pattern Recognition 15(6): 455-469, 1982.
Week 6 (Week of Nov 5): Parts and structure (I)
- Monday, Nov 5 (guest speaker: Lowe)
-
D. Lowe 1999
- D.G. Lowe. Object recognition from local scale-invariant features. ICCV
1150--1157, 1999. (pdf)
- A.R. Pope and D.G. Lowe. Probabilistic model of appearance for 3-D
object recognition. IJCV 40(2): 149-167, 2000.
(pdf)
- Wednesday, Nov 7
-
Fischler & Elschlager (Rob Fergus (#1))
-
M. Fischler and R. Elschlager. The representation and matching of
pictorial structures. IEEE Trans Comput C-22:
67-92. 1973. (paper copy available)
-
A. Yuille 1992 et al. (Anelia Angelova (#3))
-
A.L. Yuille. Deformable templates for face recognition. J Cog
Neurocei 3(1): 59-70, 1991. (paper copy available)
-
Schmid et al. ( Marzia Polito )
- C. Schmid. A structured probabilistic model for
recognition. CVPR V2 485-490,
1999. (pdf)
- C. Schmid and R. Mohr. Local grayvalue invariants for
image retrieval. IEEE PAMI 19(5): 530--534, 1997.
(ps)
Week 7 ( week of Nov 12): Parts and structure (II)
- Monday, Nov 12
- Cootes et al. (Samuel Pfister)
- T.F. Cootes and C.J. Taylor. Locating objects of varying shape
using statistical feature detectors. ECCV 465-474,
1996. (paper copy available)
- G.J. Edward, T.F. Cottes, and C.J. Taylor. Face recognition using
active appearance models. Proc. 5th Europ Conf Comput
Vision, H. Burkhardt and B. Neumann (Eds.), LNCS-Series
Vol. 581-595, 1998.
- T.F. Cootes and C.J. Taylor. A mixture model for representing
shape variation. Image Vision Comput 17(8):
567-573, 1999. (ps)
-
Forsyth et al. (Rob Fergus (#2, #3))
- D.A. Forsyth and M.M. Fleck. Body plans. CVPR 678-683,
1997. (pdf)
- D.A. Forsyth and M.M. Fleck. Automatic detection of human
nudes. IJCV 32(1): 63-77, 1999.
(pdf)
- Wednesday, Nov 14
-
von der Malsburg et al. (Anil Hirani and
Pierre Moreels: joint presentation)
-
M. Lades, J.C. Vorbruggen, J. Buhmann, J. Lange, C. von der Malsburg, R.P.
Wurtz, and W. Konen. Distortion Invariant Object Recognition in the Dynamik
Link Architecture. IEEE Transactions on Computers 42(3):
300-311 1993. (pdf)
-
B. Manjunath, R. Chellappa, and C. von der Malsburg. A feature based approach
to face recognition. IEEE Proceedings of Computer Vision and Pattern
Recognition 373--378 1992. (pdf)
-
Wiskott, L. and von der Malsburg, C. A neural system for the recognition
of partially occluded objects in cluttered scenes. Int. J. of Pattern Recognition
and Artificial Intelligence 7(4): 935--948 1993.
(ps)
-
K. Okada, J. Steffens, T. Maurer, H. Hong, E. Elagin, H. Neven, and C.
von der Malsburg. The bochum/usc face recognition system and how it fared
in the feret phase iii test. In Face Recognition: From Theory to Applications.
SpringerVerlag, 1998.
Week 8 ( week of Nov 19): Overview of psychophysics
- Monday, Nov 19 (guest speaker: Irv Biederman)
- I. Biederman. Visual object recognition In S. M. Kosslyn
and D. N. Osherson(Eds.). An Invitation to Cognitive Science, 2nd
edition, Vol 2, Visual Cognition. MIT Press. Chapter 4, pp. 121-165.
- Wednesday, Nov 21
-
Perona et al. (Pietro Perona)
-
T.K. Leung, M.C. Burl and P. Perona. Probabilistic affine invariants
for recognition. IEEE Comp Soc Conf on Comput Vision and
Patt Recog 678-684, 1998.
(ps)
-
M. Weber, M. Welling and P. Perona. Unsupervised learning of models
for recognition. in Proc. 6th Europ. Conf Comp. Vis.,
18-32. 2000. (pdf)
- Psychophysics papers (Fei
Fei Li (#2, #3))
- M. J. Tarr and H.H. Bulthoff. Is human object recognition
better described by Geon structural description or by multiple views?
Comment on Biederman and Herhardstein (1993)
J. Exp. Psych. 21(6): 1494-1505, 1995. (paper copy
available)
- N.K. Logothetis, J. Pauls, H.H. Bulthoff and
T. Poggio. View-dependent object recognition by mondays Current
Biology. 4(5): 401-414, 1994. (paper copy available)
- M.J. Tarr, P. Williams, W.G. Hayward and
I. Gauthier. Three-demnsional object recognition is viewpoint
dependent Nature Neuroscience 1(4): 275-277, 1998. (paper
copy available)
Week 9 ( week of Nov 26): Overview of physiology
- Monday, Nov 26
-
Malik et al. (Domitilla Del Vecchio)
- C. Carson, M. Thomas, S. Belongie, J. Hellerstein and J. Malik. Blobworld:
a system for region-based image indexing and
retrieval. Third Int Conf on Visual Info Sys 1999.
(ps)
- S. Belongie, J. Malik and J. Puzicha. Matching shapes. ICCV
2001. (pdf)
- Wednesday, Nov 28
-
Poggio et al. (Dirk Walther (#1, #2, #3))
- M. Riesenhuber and T. Poggio. Hierarchical models of object
recognition in cortex. Nature Neuroscience 2,
1019-1025, 1999. (pdf)
- M. Riesenhuber and T. Poggio. Models of object
recognition. Nature Neurscience 3 supp.,
1199-1204, 2000. (pdf)
- Tanaka
- K. Tanaka. Mechanisms of visual object recognition: monkey and
human studies. Curr Op Neurobio 7: 523--529,1997.
(Tanaka96 pdf) (Tanaka97 pdf)
Week 10 (Fri, Dec 7): Presentation and summary
Student presenters: Anelia Angelova, Claudio Fanti, Rob Fergus, Fei
Fei Li, Pierre Moreels, Dirk Walther
Additional Readings
- Ullman and Sali
- S. Ullman and E. Sali, Object classification using a
fragment-based representation. Lect Notes Comput Sc
1811: 73-87, 2000.
- Faces and biometrics
-
Vicky Bruce et al.
- P.J.B. Hancock, V. Bruce and A.M. Burton. Recognition of
unfamiliar faces. Trends Cogn Sci 4(9): 330-337,
2000. (paper copy available)
- Aspect graphs and Generalized cylinders
- Image Retrieval
- Swain et al.
- M.J. Swain and D.H. Ballard. Color indexing. IJCV
7(1): 11-32, 1991. (paper copy available)
-
Tomasi et al.
- Y. Rubner, L. Guibas and c. Tomasi. The earth mover's distance,
multi-dimensional scaling, and color-based image
retrieval. Proceedings of the ARPA image ulderstanding
workship. 661-668, 1997.
(pdf)
-
IBM Almaden group
- M. Flickner, H. Sawhney, W. Niblack, et al. Query by image and
vedeo content -- the QBIC system. Computer
28(9): 23-32, 1995. (paper copy available)
- Poggio et al.
-
R. Brunelli, T. Poggio. Face Recognition: Features versus Templates. IEEE
Transactions on Pattern Analysis and Machine Intelligence
15: 1042-1052, 1993.
(ps)
- Kriegman et al.
- P. Belhumeur and D. Kriegman. What is the set of images of an object under
all possible illumination conditions? IJCV, 28(3):
245-260, 1998. (pdf)
-
Forsyth et al.
- S.I. Ioffe and D.A. Forsyth. Finding people by
sampling. ICCV 1092-1097, 1999.
(pdf)
- Crowley et al.
- B. Schiele and J.L. Crowley. Recognition without correspondence
using multidimensional receptive field histograms. IJCV
36(1): 31--50, 2000.
- Tanaka
- K. Tanaka. Mechanisms of visual object recognition: monkey and
human studies. Curr Op Neurobio 7: 523--529, 1997.
-
Databases
http://cvc.yale.edu/projects/yalefaces/yalefaces.html