automatic image registration
TRANSCRIPT
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Prepared By:
Trivedi Vihang Harishchandra
ROLL No: 28ME(MSA)
Electrical Engg. Department
Guided By:Prof. Satish K. Shah
Head Of the Dept.Electrical Engg. Dept.FTE,Vadodara
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Work Done
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Input image(Unregistered
)
Divide Imageinto non
overlappedblocks
Cross-correlatedimages of those
blocks withreference image
Referenceimage
Energies ofall images
Sorting of allvalues ofenergies
Select lowerenergyblocks
Findmaximumcorrelated
pixelcoordinate
Final matchpoints.
Works too well with lowerdistortion.
But when distortion ismuch higher or image has
too much edges, lines andpoints , Match point aretoo bad.
NEED TO UNDERSTANDTHE FEATURES, SO THISREQUIRES CORRECT F/B
at CRITICAL STAGES.
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Input image(Unregistered
)
Divide Imageinto non
overlappedblocks
Cross-correlatedimages of those
blocks withreference image
Referenceimage
Energies ofall images
Sorting ofall values of
energies
Select lower energyblocks(N)
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DECISION CORE
From sorted value. Take the maximum single crosscorrelation value, assign its 20% less as cutoff
Watch on block numbers and cutoff.Give Template size as 32X32 for first iteration
16X16 for second iteration for same number of blocks.
Take i/p from those control points cross correlationvalue. If maximum value doesnt match cut-off thenselect next blocks. Blocks number should be less then
80% of total blocks .
If it matches the criteria make pair of 4 coordinates.Which are called control point pairs.
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50 100 150 200 250 300 350 400 450 500
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0.83
32
16
0.84
32
16
0
10
20
30
40
Cut-off TEMPLATESIZE
BLOCK SIZE
TRUEMATCH
FALSEMATCH
10
23
21
13
0
10
2030
40
50
60
70
80
BLOCK NUMBER
NOT SHOULD BEUSED
FALSE Match
TRUE Match
NOT MATCHED
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50 100 150 200 250 300 350 400 450 500
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0.806
32
16
0.88
16 16
0
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Cut-off TEMPLATE SIZE BLOCK SIZE
TRUE MATCH
FALSEMATCH
29
12
12
11
0
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2030
40
50
60
70
BLOCK NUMBER
NOT SHOULD BEUSED
FALSE Match
TRUE Match
NOT MATCHED
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Work Remaining:
To develop transformation from achieved control points. To study Hardware (6748 and OMAP138) and implement this algorithm onsuitable platform.