*Rosenfeld, A.*,
*Hummel, R.A.*, and
*Zucker, S.W.*,

**Scene Labeling by Relaxation Operations**,

*SMC(6)*, No. 6, June 1976, pp. 420-433.
*Relaxation, Early work*.
Early discussion of relaxation operations. All the others derive
from this one in some way.
The basic simple updating formula.
BibRef
**7606**

*Rosenfeld, A.*,

**Iterative Methods in Image Analysis**,

*PR(10)*, No. 3, 1978, pp. 181-187.

Elsevier DOI
*Survey, Relaxation*.
*Relaxation, Survey*.
BibRef
**7800**

Earlier:
*PRIP77*(14-18).
BibRef

And:

**Relaxation Methods in Image Processing and Analysis**,

*ICPR78*(181-185).
BibRef

*Hummel, R.A.*, and
*Zucker, S.W.*,

**On the Foundations of Relaxation Labeling Processes**,

*PAMI(5)*, No. 3, May 1983, pp. 267-287.
BibRef
**8305**
*RCV87*(585-605).
BibRef

Earlier:
*ICPR80*(50-53),
BibRef
*McGill Univ. TR*TR-80-7 is an expanded version.
*Relaxation, Theory*.
This paper is an attempt to develop an underlying theory for the
continuous relaxation process. One result is the development of an
explicit function to maximize to guide the relaxation process,
leading to a new relaxation operator. The second result is that
finding a consistent labeling is equivalent to solving a
variational inequality. The new operator accomplishes both goals,
and can be approximated by the more standard ones. This leads to a
conjecture that the successful application of standard operators
can be explained by this theory. This resulting technique is
similar in intent to [

See also Improving Consistency and Reducing Ambiguity in Stochastic Labeling: An Optimization Approach. ], but differs in the resulting
formulation.
BibRef

*Mohammed, J.L.[John L.]*,
*Hummel, R.A.[Robert A.]*, and
*Zucker, S.W.[Steven W.]*,

**A Gradient Projection Algorithm for Relaxation Methods**,

*PAMI(5)*, No. 3, May 1983, pp. 330-332.
Companion paper of

See also On the Foundations of Relaxation Labeling Processes. How the projection is computed.
BibRef
**8305**

*Zucker, S.W.*,
*Leclerc, Y.G.*, and
*Mohammed, J.L.*,

**Continuous Relaxation and Local Maxima Selection:
Conditions for Equivalence**,

*PAMI(3)*, No. 2, March 1981, pp. 117-127.
BibRef
**8103**

Earlier:
*IJCAI79*(1014-1016).
BibRef

*Haralick, R.M.*,
*Mohammed, J.L.[John L.]*,
*Zucker, S.W.*,

**Compatibilities and the Fixed Points of Arithmetic Relaxation Processes**,

*CGIP(13)*, No. 3, July 1980, pp. 242-256.

Elsevier DOI
BibRef
**8007**

*Parent, P.*, and
*Zucker, S.W.*,

**Radial Projection: An Efficient Update Rule for Relaxation Labeling**,

*PAMI(11)*, No. 8, August 1989, pp. 886-889.

IEEE DOI The projection is radial, not normal, to avoid
problems at the boundaries of the label space.
BibRef
**8908**

*Zucker, S.W.*,

**Relaxation Labelling and the Reduction of Local Ambiguities**,

*ICPR76*(852-861).
BibRef
**7600**

And:
*CMetImAly77*(445-454).
BibRef

And:

**Relaxation Labelling, Local Ambiguity, and Low-Level Vision**,

*PRAI-76*(593-616)
BibRef

*Zucker, S.W.*,

**Toward Consistent Descriptions in Vision Systems**,

*IJCAI77*(709).
BibRef
**7700**

*Zucker, S.W.*, and
*Mohammed, J.L.*,

**Analysis of Probabilistic Relaxation Labeling Processes**,

*PRIP78*(307-312).
BibRef
**7800**

*Zucker, S.W.*,
*Leclerc, Y.G.*, and
*Mohammed, J.L.*,

**Continuous Relaxation Local Maxima Selection, Conditions for
Equivalence**,

*IJCAI79*(1014-1016).
BibRef
**7900**

And:
*McGill Univ. TR*TR-78-157, December 1978.
Theoretical analysis of relaxation (a lot of clarity is lost in the
short paper) if all maximal nodes support one another then this is where the
relaxation ends up.
BibRef

*Hummel, R.A.*,
*Rosenfeld, A.*,

**Relaxation Processes for Scene Labeling**,

*SMC(8)*, 1978, pp. 765-768.
BibRef
**7800**

*Zucker, S.W.*,
*Krishnamurthy, E.*, and
*Haar, R.L.*,

**Relaxation Processes for Scene Labeling:
Convergence, Speed, and Stability**,

*SMC(8)*, No. 1, January 1978, pp. 41-48.
BibRef
**7801**

*Haar, R.L.[Robert L]*,

**Sketching: Estimating Object Positions from Relational Descriptions**,

*CGIP(19)*, No. 3, July 1982, pp. 227-247.

Elsevier DOI
BibRef
**8207**

*Zucker, S.W.*,

**Relaxation Labeling: 25 Years and Still Iterating**,

*FIU01*(Chapter 10).
BibRef
**0100**

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

Shmuel Peleg Theoretical Relaxation Papers .

Last update:Nov 30, 2021 at 22:19:38