updates
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d595f0847d
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19
test.py
19
test.py
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@ -219,8 +219,8 @@ if __name__ == '__main__':
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opt.save_json = opt.save_json or any([x in opt.data for x in ['coco.data', 'coco2014.data', 'coco2017.data']])
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opt.save_json = opt.save_json or any([x in opt.data for x in ['coco.data', 'coco2014.data', 'coco2017.data']])
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print(opt)
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print(opt)
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study = False
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task = 'test' # 'test', 'study', 'benchmark'
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if not study:
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if task == 'test':
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# Test
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# Test
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test(opt.cfg,
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test(opt.cfg,
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opt.data,
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opt.data,
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@ -230,7 +230,18 @@ if __name__ == '__main__':
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opt.conf_thres,
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opt.conf_thres,
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opt.nms_thres,
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opt.nms_thres,
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opt.save_json)
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opt.save_json)
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else:
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elif task == 'benchmark':
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# mAPs at 320-608 at conf 0.5 and 0.7
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y = []
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for i in [320, 416, 512, 608]:
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for j in [0.5, 0.7]:
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t = time.time()
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r = test(opt.cfg, opt.data, opt.weights, opt.batch_size, i, opt.conf_thres, j, opt.save_json)[0]
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y.append(r + (time.time() - t,))
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np.savetxt('benchmark.txt', y, fmt='%10.4g') # y = np.loadtxt('study.txt')
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elif task == 'study':
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# Parameter study
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# Parameter study
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y = []
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y = []
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x = np.arange(0.4, 0.9, 0.05)
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x = np.arange(0.4, 0.9, 0.05)
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@ -238,11 +249,11 @@ if __name__ == '__main__':
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t = time.time()
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t = time.time()
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r = test(opt.cfg, opt.data, opt.weights, opt.batch_size, opt.img_size, opt.conf_thres, v, opt.save_json)[0]
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r = test(opt.cfg, opt.data, opt.weights, opt.batch_size, opt.img_size, opt.conf_thres, v, opt.save_json)[0]
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y.append(r + (time.time() - t,))
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y.append(r + (time.time() - t,))
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y = np.stack(y, 0)
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np.savetxt('study.txt', y, fmt='%10.4g') # y = np.loadtxt('study.txt')
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np.savetxt('study.txt', y, fmt='%10.4g') # y = np.loadtxt('study.txt')
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# Plot
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# Plot
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fig, ax = plt.subplots(3, 1, figsize=(6, 6))
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fig, ax = plt.subplots(3, 1, figsize=(6, 6))
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y = np.stack(y, 0)
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ax[0].plot(x, y[:, 2], marker='.', label='mAP@0.5')
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ax[0].plot(x, y[:, 2], marker='.', label='mAP@0.5')
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ax[0].set_ylabel('mAP')
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ax[0].set_ylabel('mAP')
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ax[1].plot(x, y[:, 3], marker='.', label='mAP@0.5:0.95')
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ax[1].plot(x, y[:, 3], marker='.', label='mAP@0.5:0.95')
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