{ "model_name": "roadwork_v3_focal", "description": "Vision Transformer (ViT) model for roadwork detection. Trained with validator-matching augmentations, focal loss, label smoothing, and confidence margin loss.", "version": "1.0.0", "submitted_by": "unknown", "submission_time": 1771555076, "performance": { "accuracy": 0.9839293798098687, "mcc": 0.9443160344532321, "f1": 0.9902806297056811, "auc": 0.9949946578796627, "subnet_reward": 0.8961834812863713 }, "training": { "base_model": "google/vit-base-patch16-224-in21k", "training_samples": 34968, "validation_samples": 4418, "validator_augmentations": true, "label_smoothing": 0.05, "confidence_margin": 0.1 } }