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Update RGBI model stats
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Calculation is now consistent with RGB model calculations
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tayden committed Apr 16, 2024
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39 changes: 21 additions & 18 deletions docs/about.md
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| Class | IoU | Precision | Recall | Accuracy |
|:---------|-------:|----------:|-------:|---------:|
| Kelp | 0.6615 | 0.7494 | 0.8586 | - |
| Not Kelp | 0.9823 | 0.9961 | 0.9860 | - |
| *Mean* | 0.8219 | 0.8727 | 0.9223 | 0.9223 |
| Kelp | 0.7093 | 0.7669 | 0.9039 | - |
| Not Kelp | 0.9867 | 0.9968 | 0.9898 | - |
| *Mean* | 0.8480 | 0.8818 | 0.9469 | 0.9872 |

=== "Validation split"

| Class | IoU | Precision | Recall | Accuracy |
|:---------|-------:|----------:|-------:|---------:|
| Kelp | 0.7694 | 0.8706 | 0.9211 | - |
| Not Kelp | 0.9877 | 0.9959 | 0.9946 | - |
| *Mean* | 0.8786 | 0.9333 | 0.9579 | 0.9552 |
| Kelp | 0.7756 | 0.8607 | 0.8925 | - |
| Not Kelp | 0.9882 | 0.9929 | 0.9953 | - |
| *Mean* | 0.8819 | 0.9268 | 0.9439 | 0.9889 |

=== "Train split"

| Class | IoU | Precision | Recall | Accuracy |
|:---------|-------:|----------:|-------:|---------:|
| Kelp | 0.9316 | 0.9672 | 0.9925 | - |
| Not Kelp | 0.9986 | 0.9999 | 0.9991 | - |
| *Mean* | 0.9651 | 0.9836 | 0.9958 | 0.9882 |
| Kelp | 0.7523 | 0.8932 | 0.8259 | - |
| Not Kelp | 0.9894 | 0.9931 | 0.9963 | - |
| *Mean* | 0.8709 | 0.9111 | 0.9432 | 0.9901 |

**Kelp (species)**

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| Class | IoU | Precision | Recall | Accuracy |
|:---------|-------:|----------:|-------:|---------:|
| Macro | 0.5788 | 0.6109 | 0.5897 | - |
| Nereo | 0.6782 | 0.7149 | 0.7090 | - |
| *Mean* | 0.6285 | 0.6629 | 0.6494 | 0.8242 |
| Nereo | 0.6481 | 0.7492 | 0.8263 | - |
| Macro | 0.7137 | 0.7470 | 0.9413 | - |
| Not Kelp | 0.9867 | 0.9968 | 0.9898 | - |
| *Mean* | 0.7828 | 0.8310 | 0.9191 | 0.9867 |

=== "Validation split"

| Class | IoU | Precision | Recall | Accuracy |
|:---------|-------:|----------:|-------:|---------:|
| Macro | 0.8158 | 0.8527 | 0.8762 | - |
| Nereo | 0.8344 | 0.9516 | 0.9344 | - |
| *Mean* | 0.8251 | 0.9022 | 0.9053 | 0.8898 |
| Nereo | 0.6159 | 0.7590 | 0.7632 | - |
| Macro | 0.4119 | 0.4713 | 0.4337 | - |
| Not Kelp | 0.9882 | 0.9929 | 0.9953 | - |
| *Mean* | 0.6720 | 0.7410 | 0.7307 | 0.9882 |

=== "Train split"

| Class | IoU | Precision | Recall | Accuracy |
|:---------|-------:|----------:|-------:|---------:|
| Macro | 1.0000 | 1.0000 | 1.0000 | - |
| Nereo | 1.0000 | 1.0000 | 1.0000 | - |
| *Mean* | 1.0000 | 1.0000 | 1.0000 | 1.0000 |
| Nereo | 0.6626 | 0.7580 | 0.8411 | - |
| Macro | 0.6299 | 0.6862 | 0.7381 | - |
| Not Kelp | 0.9894 | 0.9963 | 0.9931 | - |
| *Mean* | 0.7607 | 0.8135 | 0.8574 | 0.9898 |

**Mussels (presence/absence)**

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