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"""Leaderboard data for different tasks."""
CLASSIFICATION_DATA = {
"Model": [
"ResNet-50",
"ViT-Base",
"Swin-T",
"InceptionV3",
"SqueezeNet",
"ResNet-50",
"ViT-Base",
"Swin-T",
"InceptionV3",
"SqueezeNet",
"ResNet-50",
"ViT-Base",
"Swin-T",
"InceptionV3",
"SqueezeNet",
],
"Dataset": [
"DoMars16",
"DoMars16",
"DoMars16",
"DoMars16",
"DoMars16",
"Atmospheric Dust",
"Atmospheric Dust",
"Atmospheric Dust",
"Atmospheric Dust",
"Atmospheric Dust",
"Martian Frost",
"Martian Frost",
"Martian Frost",
"Martian Frost",
"Martian Frost",
],
"Accuracy": [
92.5, 94.2, 95.8, 93.1, 89.7,
88.3, 90.1, 91.5, 89.8, 87.2,
85.6, 87.9, 88.4, 86.7, 84.3,
],
"F1-Score": [
91.8, 93.5, 94.9, 92.4, 88.6,
87.5, 89.2, 90.7, 88.9, 86.3,
84.8, 86.9, 87.5, 85.8, 83.4,
],
}
DETECTION_DATA = {
"Model": [
"Faster R-CNN",
"YOLOv5",
"DETR",
"RetinaNet",
"SSD",
"Faster R-CNN",
"YOLOv5",
"DETR",
"RetinaNet",
"SSD",
"Faster R-CNN",
"YOLOv5",
"DETR",
"RetinaNet",
"SSD",
],
"Dataset": [
"Mars Crater",
"Mars Crater",
"Mars Crater",
"Mars Crater",
"Mars Crater",
"Rover Component",
"Rover Component",
"Rover Component",
"Rover Component",
"Rover Component",
"Geological Feature",
"Geological Feature",
"Geological Feature",
"Geological Feature",
"Geological Feature",
],
"mAP": [
78.5, 80.2, 82.1, 79.3, 77.8,
75.6, 77.3, 78.9, 76.7, 75.1,
73.4, 75.1, 76.7, 74.5, 73.0,
],
"IoU": [
0.72, 0.74, 0.76, 0.73, 0.71,
0.69, 0.71, 0.73, 0.70, 0.68,
0.67, 0.69, 0.71, 0.68, 0.67,
],
}
SEGMENTATION_DATA = {
"Model": [
"U-Net",
"DeepLabV3+",
"Mask R-CNN",
"SegFormer",
"HRNet",
"U-Net",
"DeepLabV3+",
"Mask R-CNN",
"SegFormer",
"HRNet",
"U-Net",
"DeepLabV3+",
"Mask R-CNN",
"SegFormer",
"HRNet",
],
"Dataset": [
"Mars Terrain",
"Mars Terrain",
"Mars Terrain",
"Mars Terrain",
"Mars Terrain",
"Dust Storm",
"Dust Storm",
"Dust Storm",
"Dust Storm",
"Dust Storm",
"Geological Feature",
"Geological Feature",
"Geological Feature",
"Geological Feature",
"Geological Feature",
],
"Dice Score": [
0.85, 0.87, 0.88, 0.86, 0.84,
0.82, 0.84, 0.85, 0.83, 0.82,
0.81, 0.83, 0.84, 0.82, 0.81,
],
"IoU": [
0.74, 0.76, 0.78, 0.75, 0.73,
0.70, 0.72, 0.74, 0.71, 0.70,
0.68, 0.70, 0.72, 0.69, 0.68,
],
}
TASK_DATA = {
"Classification": (CLASSIFICATION_DATA, ["Accuracy", "F1-Score"]),
"Object Detection": (DETECTION_DATA, ["mAP", "IoU"]),
"Segmentation": (SEGMENTATION_DATA, ["Dice Score", "IoU"]),
} |