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FLAIR-INC_rgbie_15cl_resnet34-unet

Image Segmentation
PyTorch
segmentation
aerial imagery
landcover
IGN
Eval Results
Model card Files Community
sgiordano commited on
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@@ -17,62 +17,62 @@ model-index:
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  metrics:
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  - name: mIoU
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  type: mIoU
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- value: 58.63
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  - name: Overall Accuracy
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  type: OA
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- value: 76.3711
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  - name: Fscore
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  type: Fscore
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- value: 72.4353
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  - name: Precision
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  type: Precision
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- value: 74.3015
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  - name: Recall
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  type: Recall
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- value: 72.4891
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  - name: IoU Buildings
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  type: IoU
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- value: 82.6313
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  - name: IoU Pervious surface
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  type: IoU
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- value: 53.2351
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  - name: IoU Impervious surface
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  type: IoU
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- value: 74.1742
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  - name: IoU Bare soil
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  type: IoU
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- value: 60.3958
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  - name: IoU Water
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  type: IoU
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- value: 87.5887
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  - name: IoU Coniferous
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  type: IoU
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- value: 46.3504
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  - name: IoU Deciduous
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  type: IoU
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- value: 67.4473
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  - name: IoU Brushwood
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  type: IoU
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- value: 30.2346
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  - name: IoU Vineyard
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  type: IoU
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- value: 82.9251
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  - name: IoU Herbaceous vegetation
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  type: IoU
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- value: 55.0283
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  - name: IoU Agricultural land
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  type: IoU
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- value: 52.0145
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  - name: IoU Plowed land
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  type: IoU
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- value: 40.8387
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  - name: IoU Swimming pool
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  type: IoU
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- value: 48.4433
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  - name: IoU Greenhouse
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  type: IoU
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- value: 39.4447
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  pipeline_tag: image-segmentation
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  ---
@@ -253,24 +253,24 @@ The _snow_ class is discarded from the average metrics.
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  The following table give the class-wise metrics :
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- | Modalities | IoU (%) | Fscore (%) | Precision (%) | Recall (%) |
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  | ----------------------- | ----------|---------|---------|---------|
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- | building | 82.63 | 90.49 | 90.26 | 90.72 |
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- | pervious surface | 53.24 | 69.48 | 68.97 | 70.00 |
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- | impervious surface | 74.17 | 85.17 | 86.28 | 84.09 |
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- | bare soil | 60.40 | 75.31 | 80.49 | 70.75 |
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- | water | 87.59 | 93.38 | 93.16 | 93.61 |
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- | coniferous | 46.35 | 63.34 | 63.52 | 63.16 |
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- | deciduous | 67.45 | 80.56 | 77.44 | 83.94 |
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- | brushwood | 30.23 | 46.43 | 63.55 | 36.58 |
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- | vineyard | 82.93 | 90.67 | 91.35 | 89.99 |
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- | herbaceous vegetation | 55.03 | 70.99 | 70.59 | 71.40 |
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- | agricultural land | 52.01 | 68.43 | 59.18 | 81.12 |
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- | plowed land | 40.84 | 57.99 | 68.28 | 50.40 |
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- | swimming_pool | 48.44 | 65.27 | 81.62 | 54.37 |
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- | _snow_ | _00.00_ | _00.00_ | _00.00_ | _00.00_ |
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- | greenhouse | 39.45 | 56.57 | 45.52 | 74.72 |
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- | **average** | **58.63** | **72.44** | **74.3** | **72.49** |
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  metrics:
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  - name: mIoU
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  type: mIoU
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+ value: 58.625
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  - name: Overall Accuracy
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  type: OA
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+ value: 76.371
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  - name: Fscore
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  type: Fscore
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+ value: 72.435
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  - name: Precision
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  type: Precision
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+ value: 74.302
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  - name: Recall
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  type: Recall
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+ value: 72.489
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  - name: IoU Buildings
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  type: IoU
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+ value: 82.631
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  - name: IoU Pervious surface
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  type: IoU
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+ value: 53.235
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  - name: IoU Impervious surface
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  type: IoU
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+ value: 74.174
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  - name: IoU Bare soil
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  type: IoU
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+ value: 60.396
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  - name: IoU Water
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  type: IoU
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+ value: 87.589
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  - name: IoU Coniferous
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  type: IoU
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+ value: 46.350
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  - name: IoU Deciduous
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  type: IoU
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+ value: 67.447
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  - name: IoU Brushwood
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  type: IoU
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+ value: 30.235
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  - name: IoU Vineyard
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  type: IoU
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+ value: 82.925
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  - name: IoU Herbaceous vegetation
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  type: IoU
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+ value: 55.028
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  - name: IoU Agricultural land
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  type: IoU
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+ value: 52.015
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  - name: IoU Plowed land
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  type: IoU
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+ value: 40.839
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  - name: IoU Swimming pool
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  type: IoU
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+ value: 48.443
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  - name: IoU Greenhouse
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  type: IoU
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+ value: 39.445
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  pipeline_tag: image-segmentation
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  ---
 
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  The following table give the class-wise metrics :
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+ | Classes | IoU (%) | Fscore (%) | Precision (%) | Recall (%) |
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  | ----------------------- | ----------|---------|---------|---------|
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+ | building | 82.631 | 90.490 | 90.262 | 90.719 |
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+ | pervious_surface | 53.235 | 69.482 | 68.972 | 69.999 |
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+ | impervious_surface | 74.174 | 85.172 | 86.282 | 84.091 |
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+ | bare_soil | 60.396 | 75.308 | 80.491 | 70.753 |
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+ | water | 87.589 | 93.384 | 93.162 | 93.606 |
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+ | coniferous | 46.350 | 63.342 | 63.525 | 63.160 |
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+ | deciduous | 67.447 | 80.559 | 77.437 | 83.945 |
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+ | brushwood | 30.235 | 46.431 | 63.549 | 36.578 |
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+ | vineyard | 82.925 | 90.666 | 91.352 | 89.990 |
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+ | herbaceous | 55.028 | 70.991 | 70.591 | 71.396 |
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+ | agricultural_land | 52.015 | 68.434 | 59.180 | 81.118 |
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+ | plowed_land | 40.839 | 57.994 | 68.276 | 50.403 |
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+ | swimming_pool | 48.443 | 65.268 | 81.623 | 54.374 |
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+ | snow | _0.000_ | _0.000_ | _0.000_ | _0.000_ |
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+ | greenhouse | 39.445 | 56.574 | 45.521 | 74.716 |
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+ | **average** | **58.625** | **72.435** | **74.302** | **72.489** |
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