*Hopfield, J.J.*, and
*Tank, D.W.*,

**Computing with Neural Circuits: A Model**,

*Science(233)*, August 8, 1986, pp. 625-633.
BibRef
**8608**

And:

**Neural Computations of Decisions in Optimization Problems**,

*BioCyber(52)*, 1985, pp. 141-152.
BibRef

*Hopfield, J.J.*,

**Neurons with Graded Response Have Collective
Computational Properties Like Those of Two-State Neurons**,

*NAS(81)*, May 1984, pp. 3088-3092.
BibRef
**8405**

And:

**Neural Networks and Physical Systems with
Emergent Collective Computational Abilities**,

*NAS(79)*, 1982, pp. 2554-2558.
BibRef

*Tank, D.W.*, and
*Hopfield, J.J.*,

**Simple 'neural' optimization networks: An A/D converter,
signal decision circuit and a linear programming circuit**,

*CirSys(33)*, May 1986, pp. 533-541.
Time continuous recurrent artificial neural network for
optimization problems.
BibRef
**8605**

*Kamgar-Parsi, B.*, and
*Kamgar-Parsi, B.*,

**On Problem Solving with Hopfield Netowrks**,

*BioCyber(62)*, 1990, pp. 415-423.
BibRef
**9000**

*Ney, H.*,

**On the Probabilistic-Interpretation of Neural-Network
Classifiers and Discriminative Training Criteria**,

*PAMI(17)*, No. 2, February 1995, pp. 107-119.

IEEE DOI Non-parametric classifiers and neural networks have similar properties.
BibRef
**9502**

*Suganthan, P.N.*,
*Teoh, E.K.*,
*Mital, D.P.*,

**Pattern-Recognition by Homomorphic Graph Matching
Using Hopfield Neural Networks**,

*IVC(13)*, No. 1, February 1995, pp. 45-60.

Elsevier DOI
BibRef
**9502**

And:

**Self-Organizing Hopfield Network for Attributed
Relational Graph Matching**,

*IVC(13)*, No. 1, February 1995, pp. 61-73.

Elsevier DOI
BibRef

*Suganthan, P.N.*,
*Teoh, E.K.*,
*Mital, D.P.*,

**Pattern-Recognition by Graph Matching Using the Potts MFT
Neural Networks**,

*PR(28)*, No. 7, July 1995, pp. 997-1009.

Elsevier DOI
*Hopfield Networks*. Mean-field annealing.
BibRef
**9507**

*Suganthan, P.N.*,
*Teoh, E.K.*,
*Mital, D.P.*,

**Optimal Mapping of Graph Homomorphism onto Self-Organizing
Hopfield Network**,

*IVC(15)*, No. 9, September 1997, pp. 679-694.

Elsevier DOI
**9709**

BibRef

*Wei, L.*, and
*Nasrabadi, N.M.*,

**Object Recognition Based on Graph Matching Implemented by a
Hopfield-Style Neural Network**,

*IJCNN*June 1989, pp. II 287-290.
*Hopfield Networks*. Matching that uses the Hopfield network as a parallel processing technique.
BibRef
**8906**

*Young, S.S.[Susan S.]*,
*Scott, P.D.*,
*Nasrabadi, N.M.*,

**Object Recognition Using Multilayer Hopfield Neural-Network**,

*IP(6)*, No. 3, March 1997, pp. 357-372.

IEEE DOI
**9703**

BibRef

Earlier:
*CVPR94*(417-422).

IEEE DOI
BibRef

*Young, S.S.[Susan S.]*,
*Scott, P.D.*,
*Bandera, C.*,

**Foveal Automatic Target Recognition Using a
Multiresolution Neural-Network**,

*IP(7)*, No. 8, August 1998, pp. 1122-1135.

IEEE DOI
**9808**

BibRef

Earlier:

**Foveal Automatic Target Recognition Using a Neural Network**,

*ICIP96*(I: 303-306).

IEEE DOI
BibRef

*Nasrabadi, N.M.*,
*Li, W.*,

**Object Recognition by a Hopfield Neural Network**,

*SMC(21)*, 1991, pp. 1523-1535.
BibRef
**9100**

Earlier:
Add A3:
*Choo, C.Y.*,
*ICCV90*(325-328).

IEEE DOI
**0403**

BibRef

*Yu, S.S.[Shiaw-Shian]*,
*Tsai, W.H.[Wen-Hsiang]*,

**Relaxation by the Hopfield Neural Network**,

*PR(25)*, No. 2, February 1992, pp. 197-209.

Elsevier DOI
BibRef
**9202**

*Basak, J.*,
*Chaudhury, S.*,
*Pal, S.K.*,
*Majumder, D.D.[D. Dutta]*,

**Matching of Structural Shape Descriptions with Hopfield Net**,

*PRAI(7)*, 1993, pp. 377-404.
BibRef
**9300**

*Chen, T.W.[Tsu Wang]*, and
*Lin, W.C.[Wei Chung]*,

**A Neural-Network Approach to CSG-Based 3-D Object Recognition**,

*PAMI(16)*, No. 7, July 1994, pp. 719-726.

IEEE DOI
BibRef
**9407**

Earlier:
*CVPR91*(718-719).

IEEE DOI
BibRef

Earlier: A2, A1:

**CSG-Based Object Recognition Using Range Images**,

*ICPR88*(I: 99-103).

IEEE DOI

See also Artificial Neural Networks for 3-D Motion Analysis I: Rigid Motion.
BibRef

*Lampinen, J.*,
*Oja, E.*,

**Distortion Tolerant Pattern-Recognition Based on
Self-Organizing Feature-Extraction**,

*TNN(6)*, No. 3, May 1995, pp. 539-547.
BibRef
**9505**

*Salzberg, S.*,
*Delcher, A.L.*,
*Heath, D.*,
*Kasif, S.*,

**Best-Case Results for Nearest-Neighbor Learning**,

*PAMI(17)*, No. 6, June 1995, pp. 599-608.

IEEE DOI
BibRef
**9506**

*Cios, K.J.*,
*Shin, I.*,

**Image Recognition Neural-Network: IRNN**,

*NeurComp(7)*, No. 2, March 1995, pp. 159-185.
BibRef
**9503**

*Tseng, Y.H.*,
*Hwang, J.N.*,
*Sheehan, F.H.*,

**Three-Dimensional Object Representation and Invariant Recognition
Using Continuous Distance Transform Neural Networks**,

*TNN(8)*, No. 1, January 1997, pp. 141-147.
**9701**

BibRef

*Tseng, Y.H.*,
*Hwang, J.N.*,
*Sheehan, F.H.*,

**3-D Heart Modeling and Motion Estimation Based on
Continuous Distance Transform Neural Networks and Affine Transform**,

*VLSIVideo(18)*, No. 3, April 1998, pp. 207-218.
**9806**

BibRef

*Lee, J.S.[Jiann-Shu]*,
*Chen, C.H.[Chin-Hsing]*,
*Sun, Y.N.[Yung-Nien]*,
*Tseng, G.S.[Guan-Shu]*,

**Occluded Objects Recognition Using Multiscale Features and
Hopfield Neural-Network**,

*PR(30)*, No. 1, January 1997, pp. 113-122.

Elsevier DOI
**9702**

BibRef

Earlier:

**Occluded objects recognition using multiscale features and Hopfield
neural networks**,

*CIAP95*(171-176).

Springer DOI
**9509**

BibRef

*Huang, C.L.*,

**Parallel Image Segmentation Using Modified Hopfield Model**,

*PRL(13)*, 1992, pp. 345-353.
BibRef
**9200**

*Lades, M.*,
*Vorbrüggen, J.C.*,
*Buhmann, J.M.*,
*Lange, J.*,
*von der Malsburg, C.[Christoph]*,
*Würtz, R.P.*, and
*Konen, W.*,

**Distortion Invariant Object Recognition in
the Dynamic Link Architecture**,

*TC(42)*, No. 3, March 1993, pp. 300-311.

IEEE DOI
*Face Recognition*.
Elastic Graph Matching.
93% over 300 examples.
Elastic graphs, or a mesh of points. Deformable templates?

See also Object Recognition Robust Under Translations, Deformations, and Changes in Background.
BibRef
**9303**

*Kusnezow, W.[Witali]*,
*Horn, W.[Wilfried]*,
*Würtz, R.P.[Rolf P.]*,

**Fast image processing with constraints by solving linear PDEs**,

*ELCVIA(6)*, No. 2, September 2007, pp. 22-36.

DOI Link
**0803**

BibRef

*Westphal, G.*,
*Wurtz, R.P.*,

**Fast object and pose recognition through minimum entropy coding**,

*ICPR04*(III: 53-56).

IEEE DOI
**0409**

BibRef

*Cote, S.*,
*Tatnall, A.R.L.*,

**The Hopfield Neural-Network as a Tool for Feature Tracking and
Recognition from Satellite Sensor Images**,

*JRS(18)*, No. 4, March 10 1997, pp. 871-885.
**9703**

BibRef

*Shen, D.G.*,
*Ip, H.H.S.*,

**A Hopfield Neural-Network for Adaptive Image Segmentation:
An Active Surface Paradigm**,

*PRL(18)*, No. 1, January 1997, pp. 37-48.
**9704**

See also Affine-Invariant Active Contour Model (AI-Snake) for Model-Based Segmentation, An.
BibRef

*Li, S.Z.[Stan Z.]*,
*Soh, W.Y.C.[William Y.C.]*,
*Teoh, E.K.[Eam Khwang]*,

**Relaxation Labeling Using Augmented Lagrange-Hopfield Method**,

*PR(31)*, No. 1, January 1998, pp. 73-81.

Elsevier DOI
**9802**

BibRef

*Li, S.Z.*,

**Relaxation labeling using Lagrange-Hopfield method**,

*ICIP95*(I: 266-269).

IEEE DOI
**9510**

BibRef

*Achour, K.[Karim]*,
*Mahiddine, L.[Lyes]*,

**Hopfield Neural Network Based Stereo Matching Algorithm**,

*JMIV(16)*, No. 1, January 2002, pp. 17-29.

DOI Link
**0202**

BibRef

*Li, W.J.[Wen-Jing]*,
*Lee, T.[Tong]*,

**Object recognition and articulated object learning by accumulative
Hopfield matching**,

*PR(35)*, No. 9, September 2002, pp. 1933-1948.

Elsevier DOI
**0206**

BibRef

*Bagdanov, A.D.[Andrew D.]*,
*Worring, M.[Marcel]*,

**First order Gaussian graphs for efficient structure classification**,

*PR(36)*, No. 6, June 2003, pp. 1311-1324.

Elsevier DOI
**0304**

BibRef

IEEE DOI

BibRef

*Schaffer, M.*,
*Chen, T.*,

**Object Parts Matching Using Hopfield Neural Networks**,

*CAMP95*(xx).
BibRef
**9500**

*Plakhov, A.Yu.*,

**The converging unlearning algorithm for the Hopfield neural network:
optimal strategy**,

*ICPR94*(B:104-106).

IEEE DOI
**9410**

BibRef

*Parvin, B.*, and
*Medioni, G.G.*,

**A Dynamic System for Object Description and Correspondence**,

*CVPR91*(393-399).

IEEE DOI
BibRef
**9100**
*USC Computer Vision*
BibRef

And: A1 only:
*Ph.D.*Thesis (EE), July 1991,
BibRef
*USC_IRIS*TR-286.
*Perceptual Grouping*. Neural Network based approach to matching.
Find boundary groupings in range data using corners, junctions and
segments.
BibRef

*Parvin, B.*, and
*Medioni, G.G.*,

**A Layered Network for Correspondence of 3-D Objects**,

*CRA91*(1808-1813).
BibRef
**9100**
*USC Computer Vision*
BibRef

Earlier:

**A Constraint Satisfaction Network for Matching 3D Objects**,

*IJCNN89*(281-286), Washington, DC, June 1989.
BibRef

Chapter on Matching and Recognition Using Volumes, High Level Vision Techniques, Invariants continues in

Graph Matching, Continuous Relaxation, Constraint Satisfaction .

Last update:Mar 27, 2023 at 09:32:08