Comparison
between Fusion by Priority
and Quantified Adaptive Fusion
We will carry out the quantified adaptive fusion of the ``card of the favorable zones'' and the spectral bands to verify the efficiency of the fusion by priority. All the sources are thus put at the same level, without any preference.
Table 39 shows the rates of classification obtained and the resultant image. The rates of classification are comparable with those of fusion by priority. The result image presents an aspect more disturbed however than that obtained with fusion by priority. In effect, the ``card of the areas favourable to each class'', when it is placed on the same level than the spectral bands, is rather lost among spectral information. It becomes then more difficult to decide according to its opinion because no difference is made between it and the spectral bands.
For fusion by priority, in the event of indecision on behalf of the spectral bands (several classes suggested with close degrees of possibility), preference is given to the opinion expressed by the most reliable source. On the other hand, when the spectral bands agree clearly to support a particular class i, this one is generally retained, even if it is in contradiction with the information provided by the ``card of the favourable zones''.
Finally, in the event of confusion, the most reliable source prevails. And in the event of agreement of a majority of sources, those sources can bring the final decision, even if this decision is different from that preferred by the most reliable source.
Rates of classification obtained | |||
Class | Number of pixels correctly classified (A) |
Number of pixels in samples (B) |
Rate of pixels
correctly classified |
1 | 442 | 459 | 96.30% |
2 | 421 | 459 | 91.72% |
3 | 258 | 306 | 84.31% |
4 | 368 | 391 | 94.12% |
5 | 399 | 459 | 86.93% |
6 | 437 | 459 | 95.21% |
7 | 448 | 459 | 97.60% |
8 | 447 | 459 | 97.39% |
9 | 428 | 459 | 93.25% |
TOTAL | 3648 | 3910 | 93.30% |
---|
Class observed | ||||||||||
Class expected | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | Unclassified |
1 | 99.78 | - | - | - | - | 0.22 | - | - | - | - |
2 | 3.92 | 96.08 | - | - | - | - | - | - | - | - |
3 | - | - | 96.73 | 3.27 | - | - | - | - | - | - |
4 | - | - | 0.51 | 94.12 | 5.37 | - | - | - | - | - |
5 | - | - | - | 20.48 | 79.52 | - | - | - | - | - |
6 | 8.50 | - | - | - | - | 91.50 | - | - | - | - |
7 | - | - | 0.65 | 0.22 | - | - | 97.60 | 1.53 | - | - |
8 | - | - | - | - | - | - | - | 100.00 | - | - |
9 | - | - | - | - | - | - | - | - | 100.00 | - |
Class observed | ||||||||||
Class expected | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | Unclassified |
1 | 93.68 | - | 1.53 | 3.05 | - | 1.74 | - | - | - | - |
2 | 3.92 | 88.45 | 0.22 | 5.66 | 1.74 | - | - | - | - | - |
3 | - | - | 96.41 | 2.61 | 0.98 | - | - | - | - | - |
4 | - | - | 1.53 | 94.12 | 4.35 | - | - | - | - | - |
5 | - | - | 7.19 | 9.59 | 82.35 | 0.87 | - | - | - | - |
6 | 1.74 | - | - | 4.36 | - | 93.68 | 0.22 | - | - | - |
7 | - | - | - | 0.65 | - | - | 95.86 | 3.27 | 0.22 | - |
8 | - | - | - | - | - | - | 1.09 | 97.60 | 1.31 | - |
9 | - | - | - | 0.22 | - | - | 3.27 | - | 96.51 | - |
Class observed | ||||||||||
Class expected | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | Unclassified |
1 | 96.30 | 0.44 | 0.22 | 2.18 | - | 0.87 | - | - | - | - |
2 | 3.70 | 91.72 | - | 2.40 | 2.18 | - | - | - | - | - |
3 | - | - | 84.31 | 4.25 | 8.17 | - | 3.27 | - | - | - |
4 | - | - | 0.51 | 94.12 | 5.37 | - | - | - | - | - |
5 | - | - | 1.53 | 11.11 | 86.93 | 0.22 | 0.22 | - | - | - |
6 | 2.83 | 0.44 | - | 0.87 | 0.22 | 95.21 | 0.44 | - | - | - |
7 | - | - | 0.65 | 0.22 | - | - | 97.60 | 1.53 | - | - |
8 | - | - | - | - | - | - | 2.61 | 97.39 | - | - |
9 | - | - | - | - | - | - | 6.75 | - | 93.25 | - |