"""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"]), }