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