Solar_Rooftop_Detection/RooftopAccuracy.txt at main · panchaldhruv27223/Solar_Rooftop_Detection · GitHub

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YOLO v10 + SAM :

    pixel_iou                  0.779056
    pixel_dice                 0.864345
    pixel_accuracy             0.998675
    pixel_precision            0.856276
    pixel_recall               0.902692
    region_iou                 0.779056
    region_dice                0.864345
    region_precision           0.856276
    region_recall              0.902692
    region_success_accuracy    0.970121
    dtype: float64


YOLO v11 + SAM :

    pixel_iou                  0.779427
    pixel_dice                 0.861659
    pixel_accuracy             0.998940
    pixel_precision            0.853415
    pixel_recall               0.906468
    region_iou                 0.779427
    region_dice                0.861659
    region_precision           0.853415
    region_recall              0.906468
    region_success_accuracy    0.961550

YOLO v12 + SAM :

    pixel_iou                  0.780119
    pixel_dice                 0.863200
    pixel_accuracy             0.998868
    pixel_precision            0.855653
    pixel_recall               0.904678
    region_iou                 0.780119
    region_dice                0.863200
    region_precision           0.855653
    region_recall              0.904678
    region_success_accuracy    0.964625
    dtype: float64

DETR + SAM :

    pixel_iou                  0.744573
    pixel_dice                 0.840372
    pixel_accuracy             0.998134
    pixel_precision            0.819180
    pixel_recall               0.901531
    region_iou                 0.744573
    region_dice                0.840372
    region_precision           0.819180
    region_recall              0.901531
    region_success_accuracy    0.953326

Unet :

    pixel_iou                  0.633373
    pixel_dice                 0.773915
    pixel_accuracy             0.935245
    pixel_precision            0.839680
    pixel_recall               0.719803
    region_iou                 0.633373
    region_dice                0.773915
    region_precision           0.839680
    region_recall              0.719803
    region_success_accuracy    1.000000


Mask RCNN :

    avg_pixel_iou	0.016778
    avg_pixel_dice	0.018742
    avg_pixel_accuracy	0.991765
    avg_pixel_precision	0.019586
    avg_pixel_recall	0.018309
    avg_region_iou	0.016778
    avg_region_dice	0.018742
    avg_region_precision	0.019586
    avg_region_recall	0.018309
    avg_region_success_accuracy	0.020590
    box_detection_precision	0.812676
    box_detection_recall	0.553194
    box_detection_f1	0.658287
    mask_detection_precision	0.598196
    mask_detection_recall	0.407196
    mask_detection_f1	0.484553

DeepLabV3:

    pixel_iou                  0.648217
    pixel_dice                 0.746504
    pixel_accuracy             0.959552
    pixel_precision            0.883239
    pixel_recall               0.790907
    region_iou                 0.717661
    region_dice                0.815948
    region_precision           0.883239
    region_recall              0.790907
    region_success_accuracy    0.911458
    avg_loss, avg_iou, avg_f1 = 0.12398453354479796, 0.7141777280804783, 0.7444116576813686