Hugging Face's logo

BcantCode
/
GazeInceptionLite

Image Classification
LiteRT
Keras
tensorflow
eye-gaze-estimation
mobile
gated-inception
coordinate-attention
on-device
accessibility
Model card Files
xet
 Community
GazeInceptionLite
File size: 2,735 Bytes
e76b522
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
{
  "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
    }
  }
}