[1044] | 1 | #ifndef _EMD_H |
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| 2 | #define _EMD_H |
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| 3 | /* |
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| 4 | emd.h |
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| 5 | |
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[1064] | 6 | Last update: 3/24/98 (but see below for newer changes) |
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[1044] | 7 | |
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| 8 | An implementation of the Earth Movers Distance. |
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| 9 | Based of the solution for the Transportation problem as described in |
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| 10 | "Introduction to Mathematical Programming" by F. S. Hillier and |
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| 11 | G. J. Lieberman, McGraw-Hill, 1990. |
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| 12 | |
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| 13 | Copyright (C) 1998 Yossi Rubner |
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| 14 | Computer Science Department, Stanford University |
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[1063] | 15 | E-Mail: rubner@cs.stanford.edu URL: http://robotics.stanford.edu/~rubner/emd/default.htm |
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[1044] | 16 | */ |
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| 17 | |
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[1064] | 18 | // List of changes since 2020, compared to the original implementation: |
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| 19 | // r1050: Renamed variables that caused problems with g++ 7.3.0 |
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| 20 | // r1062: Global static arrays moved to a function and now allocated dynamically; removed #defined limit of MAX_SIG_SIZE=1000 |
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[1172] | 21 | // r1172: Introduced EMD_LIMIT_WARNING_MESSAGES to limit the number of warning messages printed to stderr: "emd: Maximum number of iterations has been reached" |
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[1064] | 22 | |
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| 23 | |
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[1044] | 24 | /* DEFINITIONS */ |
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| 25 | #define MAX_ITERATIONS 500 |
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| 26 | //#define INFINITY 1e20 |
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| 27 | #define EPSILON 1e-6 |
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| 28 | |
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| 29 | /*****************************************************************************/ |
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| 30 | /* feature_t SHOULD BE MODIFIED BY THE USER TO REFLECT THE FEATURE TYPE */ |
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| 31 | //typedef struct { |
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| 32 | // double X,Y,Z; |
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| 33 | //} |
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| 34 | typedef double feature_t; |
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| 35 | /*****************************************************************************/ |
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| 36 | |
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| 37 | |
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| 38 | typedef struct |
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| 39 | { |
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| 40 | int n; /* Number of features in the signature */ |
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| 41 | feature_t *Features; /* Pointer to the features vector */ |
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| 42 | float *Weights; /* Pointer to the weights of the features */ |
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| 43 | } signature_t; |
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| 44 | |
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| 45 | |
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| 46 | typedef struct |
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| 47 | { |
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| 48 | int from; /* Feature number in signature 1 */ |
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| 49 | int to; /* Feature number in signature 2 */ |
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| 50 | float amount; /* Amount of flow from "from" to "to" */ |
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| 51 | } flow_t; |
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| 52 | |
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| 53 | |
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| 54 | |
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| 55 | float emd(signature_t *Signature1, signature_t *Signature2, |
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| 56 | float (*func)(feature_t *, feature_t *), |
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| 57 | flow_t *Flow, int *FlowSize); |
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| 58 | |
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| 59 | #endif |
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