| { |
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| "generator": "choose.py", |
| "pool": "TRAIN2017", |
| "split": "train2017", |
| "n_images": 118287, |
| "selection": "all 118287 train2017 images, used only to select dims", |
| "decision": "feat[pos_dim] > feat[neg_dim]", |
| "search": "exhaustive over ordered pairs of the top-separation dimensions", |
| "balanced_subsample_cap": 40000, |
| "skipped": [ |
| { |
| "category": "toaster", |
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| }, |
| { |
| "category": "hair drier", |
| "val_positives": 9 |
| } |
| ] |
| }, |
| "candidates": 128, |
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| }, |
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| }, |
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| }, |
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| }, |
| "airplane": { |
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| "train_balanced_accuracy": 0.9128 |
| }, |
| "bus": { |
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| "neg_dim": 642, |
| "train_positive_rate": 0.0334, |
| "train_balanced_accuracy": 0.825 |
| }, |
| "train": { |
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| "neg_dim": 378, |
| "train_positive_rate": 0.0303, |
| "train_balanced_accuracy": 0.9082 |
| }, |
| "truck": { |
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| "neg_dim": 642, |
| "train_positive_rate": 0.0518, |
| "train_balanced_accuracy": 0.7486 |
| }, |
| "boat": { |
| "cat_id": 9, |
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| "neg_dim": 642, |
| "train_positive_rate": 0.0256, |
| "train_balanced_accuracy": 0.783 |
| }, |
| "traffic light": { |
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| "neg_dim": 262, |
| "train_positive_rate": 0.035, |
| "train_balanced_accuracy": 0.8318 |
| }, |
| "fire hydrant": { |
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| "neg_dim": 262, |
| "train_positive_rate": 0.0145, |
| "train_balanced_accuracy": 0.822 |
| }, |
| "stop sign": { |
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| "neg_dim": 378, |
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| "train_balanced_accuracy": 0.8183 |
| }, |
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| "train_positive_rate": 0.006, |
| "train_balanced_accuracy": 0.8355 |
| }, |
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| "neg_dim": 617, |
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| "train_balanced_accuracy": 0.6825 |
| }, |
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| "train_positive_rate": 0.0274, |
| "train_balanced_accuracy": 0.7661 |
| }, |
| "cat": { |
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| "pos_dim": 82, |
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| "train_balanced_accuracy": 0.8839 |
| }, |
| "dog": { |
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| "train_balanced_accuracy": 0.809 |
| }, |
| "horse": { |
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| }, |
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| }, |
| "cow": { |
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| "train_positive_rate": 0.0166, |
| "train_balanced_accuracy": 0.8895 |
| }, |
| "elephant": { |
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| }, |
| "bear": { |
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| }, |
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| "train_balanced_accuracy": 0.9329 |
| }, |
| "giraffe": { |
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| "train_balanced_accuracy": 0.9535 |
| }, |
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| "train_balanced_accuracy": 0.6951 |
| }, |
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| }, |
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| }, |
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| "train_balanced_accuracy": 0.752 |
| }, |
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| "train_balanced_accuracy": 0.8343 |
| }, |
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| "train_balanced_accuracy": 0.8141 |
| }, |
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| "neg_dim": 659, |
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| "train_balanced_accuracy": 0.9119 |
| }, |
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| "train_balanced_accuracy": 0.9011 |
| }, |
| "sports ball": { |
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| "train_balanced_accuracy": 0.864 |
| }, |
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| "neg_dim": 330, |
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| "train_balanced_accuracy": 0.8576 |
| }, |
| "baseball bat": { |
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| "neg_dim": 214, |
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| "train_balanced_accuracy": 0.9268 |
| }, |
| "baseball glove": { |
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| "neg_dim": 46, |
| "train_positive_rate": 0.0222, |
| "train_balanced_accuracy": 0.9245 |
| }, |
| "skateboard": { |
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| "neg_dim": 378, |
| "train_positive_rate": 0.0294, |
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| }, |
| "surfboard": { |
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| }, |
| "tennis racket": { |
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| "train_balanced_accuracy": 0.9203 |
| }, |
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| }, |
| "wine glass": { |
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| }, |
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| }, |
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| "train_balanced_accuracy": 0.8079 |
| }, |
| "knife": { |
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| "train_balanced_accuracy": 0.795 |
| }, |
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| "train_balanced_accuracy": 0.8007 |
| }, |
| "bowl": { |
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| "train_balanced_accuracy": 0.786 |
| }, |
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| "train_balanced_accuracy": 0.8455 |
| }, |
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| "train_balanced_accuracy": 0.8102 |
| }, |
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| }, |
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| }, |
| "broccoli": { |
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| }, |
| "carrot": { |
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| }, |
| "hot dog": { |
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| }, |
| "pizza": { |
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| }, |
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| }, |
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| "train_balanced_accuracy": 0.794 |
| }, |
| "chair": { |
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| "train_balanced_accuracy": 0.6913 |
| }, |
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| }, |
| "potted plant": { |
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| }, |
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| }, |
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| }, |
| "toilet": { |
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| }, |
| "tv": { |
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| }, |
| "laptop": { |
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| }, |
| "mouse": { |
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| }, |
| "remote": { |
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| }, |
| "keyboard": { |
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| "train_balanced_accuracy": 0.8735 |
| }, |
| "cell phone": { |
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| }, |
| "microwave": { |
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| "train_balanced_accuracy": 0.8995 |
| }, |
| "oven": { |
| "cat_id": 79, |
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| "train_positive_rate": 0.0243, |
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| }, |
| "sink": { |
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| "train_balanced_accuracy": 0.8824 |
| }, |
| "refrigerator": { |
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| "train_balanced_accuracy": 0.8248 |
| }, |
| "book": { |
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| "train_balanced_accuracy": 0.7777 |
| }, |
| "clock": { |
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| "train_positive_rate": 0.0394, |
| "train_balanced_accuracy": 0.7609 |
| }, |
| "vase": { |
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| "train_positive_rate": 0.0304, |
| "train_balanced_accuracy": 0.7897 |
| }, |
| "scissors": { |
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| "neg_dim": 369, |
| "train_positive_rate": 0.008, |
| "train_balanced_accuracy": 0.7909 |
| }, |
| "teddy bear": { |
| "cat_id": 88, |
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| "neg_dim": 548, |
| "train_positive_rate": 0.0181, |
| "train_balanced_accuracy": 0.8294 |
| }, |
| "toothbrush": { |
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| "neg_dim": 548, |
| "train_positive_rate": 0.0085, |
| "train_balanced_accuracy": 0.8203 |
| } |
| } |
| } |
|
|
