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metadata.json
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{
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"model_name": "GazeInception-Lite",
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"task": "eye-gaze-estimation",
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"architecture": {
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"type": "Gated Inception Network with Coordinate Attention",
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"single_eye_params": 89754,
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"dual_eye_params": 136922,
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"input_size": "64x64x3"
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},
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"training": {
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"num_train": 20000,
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"num_val": 2000,
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"epochs": 60
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},
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"tflite_models": {
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"single_f16": {
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"file": "gaze_inception_lite_single_f16.tflite",
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"size_kb": 161.28125
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},
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"single_int8": {
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"file": "gaze_inception_lite_single_int8.tflite",
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"size_kb": 163.9375
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},
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"dual_f16": {
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"file": "gaze_inception_lite_dual_f16.tflite",
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"size_kb": 241.6171875
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},
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"dual_int8": {
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"file": "gaze_inception_lite_dual_int8.tflite",
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"size_kb": 267.4140625
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}
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},
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"evaluation_results": {
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"single_f16": {
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"euclidean_error": 0.037563592195510864,
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"screen_error_mm": 4.240130474225669,
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"screen_error_cm": 0.4240130474225669,
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"avg_inference_ms": 0.5936970710754395,
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"fps": 1684.360676040682,
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"num_test_samples": 500
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},
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"single_int8": {
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"euclidean_error": 0.03777996078133583,
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"screen_error_mm": 4.27228571819798,
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"screen_error_cm": 0.427228571819798,
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"avg_inference_ms": 0.6176252365112305,
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"fps": 1619.104824227526,
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"num_test_samples": 500
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},
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"dual_f16": {
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"euclidean_error": 0.1298673003911972,
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"screen_error_mm": 14.210393944537612,
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"screen_error_cm": 1.4210393944537612,
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"avg_inference_ms": 1.5018796920776367,
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"fps": 665.8322935418631,
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"num_test_samples": 500
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},
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"dual_int8": {
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"euclidean_error": 0.13070763647556305,
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"screen_error_mm": 14.311037604477479,
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"screen_error_cm": 1.431103760447748,
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"avg_inference_ms": 0.9342341423034668,
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"fps": 1070.3954765926019,
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"num_test_samples": 500
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},
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"dual_f16_dark": {
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"euclidean_error": 0.12721402943134308,
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"screen_error_mm": 13.840164262815737,
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"screen_error_cm": 1.3840164262815737,
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"avg_inference_ms": 2.2835264205932617,
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"fps": 437.91917228625687,
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"num_test_samples": 500
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},
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"dual_f16_glasses": {
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"euclidean_error": 0.12644387781620026,
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"screen_error_mm": 13.909646276358137,
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"screen_error_cm": 1.3909646276358136,
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"avg_inference_ms": 2.2044553756713867,
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| 79 |
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"fps": 453.6267828490023,
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| 80 |
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"num_test_samples": 500
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},
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"dual_f16_lazy_eye": {
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| 83 |
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"euclidean_error": 0.1294630914926529,
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"screen_error_mm": 13.491022336474574,
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"screen_error_cm": 1.3491022336474574,
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"avg_inference_ms": 2.2348480224609375,
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"fps": 447.45771969712484,
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| 88 |
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"num_test_samples": 500
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| 89 |
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}
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}
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}
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