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FLAIR-INC_rgb_15cl_resnet34-unet

Image Segmentation
PyTorch
segmentation
aerial imagery
landcover
IGN
Eval Results
Model card Files Community
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README.md CHANGED
@@ -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: 55.08
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  - name: Overall Accuracy
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  type: OA
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- value: 75.48
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  - name: Fscore
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  type: Fscore
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- value: 68.06
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  - name: Precision
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  type: Precision
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- value: 70.12
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  - name: Recall
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  type: Recall
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- value: 67.19
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  - name: IoU Buildings
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  type: IoU
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- value: 78.58
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  - name: IoU Pervious surface
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  type: IoU
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- value: 53.00
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  - name: IoU Impervious surface
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  type: IoU
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- value: 71.92
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  - name: IoU Bare soil
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  type: IoU
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- value: 60.60
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  - name: IoU Water
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  type: IoU
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- value: 84.56
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  - name: IoU Coniferous
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  type: IoU
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- value: 56.07
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  - name: IoU Deciduous
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  type: IoU
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- value: 69.53
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  - name: IoU Brushwood
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  type: IoU
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- value: 27.87
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  - name: IoU Vineyard
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  type: IoU
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- value: 75.72
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  - name: IoU Herbaceous vegetation
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  type: IoU
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- value: 51.94
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  - name: IoU Agricultural land
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  type: IoU
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- value: 57.72
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  - name: IoU Plowed land
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  type: IoU
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- value: 40.91
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  - name: IoU Swimming pool
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  type: IoU
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- value: 37.08
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  - name: IoU Greenhouse
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  type: IoU
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- value: 60.69
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  pipeline_tag: image-segmentation
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  ---
@@ -255,22 +255,23 @@ 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: 55.079
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  - name: Overall Accuracy
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  type: OA
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+ value: 75.482
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  - name: Fscore
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  type: Fscore
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+ value: 68.064
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  - name: Precision
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  type: Precision
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+ value: 70.119
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  - name: Recall
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  type: Recall
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+ value: 67.193
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  - name: IoU Buildings
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  type: IoU
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+ value: 78.579
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  - name: IoU Pervious surface
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  type: IoU
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+ value: 52.999
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  - name: IoU Impervious surface
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  type: IoU
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+ value: 71.921
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  - name: IoU Bare soil
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  type: IoU
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+ value: 60.599
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  - name: IoU Water
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  type: IoU
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+ value: 84.561
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  - name: IoU Coniferous
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  type: IoU
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+ value: 56.066
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  - name: IoU Deciduous
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  type: IoU
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+ value: 69.527
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  - name: IoU Brushwood
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  type: IoU
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+ value: 27.868
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  - name: IoU Vineyard
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  type: IoU
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+ value: 75.716
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  - name: IoU Herbaceous vegetation
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  type: IoU
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+ value: 51.938
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  - name: IoU Agricultural land
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  type: IoU
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+ value: 57.725
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  - name: IoU Plowed land
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  type: IoU
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+ value: 40.911
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  - name: IoU Swimming pool
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  type: IoU
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+ value: 37.081
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  - name: IoU Greenhouse
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  type: IoU
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+ value: 60.688
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  pipeline_tag: image-segmentation
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  ---
 
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  | Modalities | IoU (%) | Fscore (%) | Precision (%) | Recall (%) |
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  | ----------------------- | ----------|---------|---------|---------|
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+ | building | 78.58 | 88.0 | 88.08 | 87.93 |
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+ | pervious surface | 53.00 | 69.28 | 71.44 | 67.25 |
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+ | impervious surface | 71.92 | 83.67 | 83.88 | 83.46 |
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+ | bare soil | 60.60 | 75.47 | 73.61 | 77.42 |
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+ | water | 84.56 | 91.63 | 91.69 | 91.58 |
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+ | coniferous | 56.07 | 71.85 | 76.86 | 67.45 |
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+ | deciduous | 69.53 | 82.02 | 78.44 | 85.96 |
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+ | brushwood | 27.87 | 43.59 | 59.76 | 34.30 |
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+ | vineyard | 75.72 | 86.18 | 84.46 | 87.98 |
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+ | herbaceous vegetation | 51.94 | 68.37 | 69.21 | 67.54 |
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+ | agricultural land | 57.72 | 73.20 | 68.50 | 78.58 |
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+ | plowed land | 40.91 | 58.07 | 60.81 | 55.56 |
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+ | swimming_pool | 37.08 | 54.1 | 73.60 | 42.77 |
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  | _snow_ | _00.00_ | _00.00_ | _00.00_ | _00.00_ |
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+ | greenhouse | 60.69 | 75.54 | 71.45 | 80.11 |
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+ | **average** | **55.08** | **68.06** | **70.12** | **67.19** |
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+
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