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import os |
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import argparse |
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from evaluation import Evaluator, HeatmapAnalyzer |
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from evaluation.utils import list_of_strings |
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def get_arguments(): |
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parser = argparse.ArgumentParser() |
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parser.add_argument('--heatmap_root', type=str, default='your_heatmap_root', help='Root directory path of heatmap data') |
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parser.add_argument('--model', type=str, default='model_name', help='Model name to load from heatmap root directory') |
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parser.add_argument('--benchmark_path', type=str, default='AVATAR/metadata', help='Benchmark path for metadata') |
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parser.add_argument('--height', type=int, default=360, help='height of benchmark data') |
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parser.add_argument('--width', type=int, default=640, help='width of benchmark data') |
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parser.add_argument('--heatmap_thresholds', type=list_of_strings, default='0.05,0.1,0.15,0.2', help='heatmap thresholds') |
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parser.add_argument('--frame_sample_rate', type=int, default=8, help='Interval for sampling frames during interpolation') |
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parser.add_argument('--video', type=bool, default=True, help='video or image') |
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return parser.parse_args() |
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def main(args): |
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heatmap_analyzer = HeatmapAnalyzer( |
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args.heatmap_root, args.model, args.heatmap_thresholds, args.benchmark_path, |
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args.height, args.width, args.frame_sample_rate, args.video |
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) |
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evaluator = Evaluator( |
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args.heatmap_root, args.model, args.benchmark_path, |
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heatmap_thresholds=args.heatmap_thresholds, height=args.height, width=args.width, |
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frame_sample_rate=args.frame_sample_rate, video=args.video |
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) |
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os.makedirs(os.path.join(args.heatmap_root, args.model), exist_ok=True) |
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heatmap_analyzer.compute() |
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evaluator.compute() |
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if __name__ == '__main__': |
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args = get_arguments() |
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main(args) |