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EyeGaze

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gaze-estimation
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v0.53.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.53.0 for changelog.

Files changed (2) hide show
  1. README.md +55 -43
  2. release_assets.json +15 -15
README.md CHANGED
@@ -29,10 +29,10 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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- | ONNX | float | Universal | ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.52.0/eyegaze-onnx-float.zip)
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- | ONNX | w8a16 | Universal | ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.52.0/eyegaze-onnx-w8a16.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.52.0/eyegaze-qnn_dlc-float.zip)
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- | TFLITE | float | Universal | | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.52.0/eyegaze-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[EyeGaze on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/eyegaze)**.
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@@ -62,45 +62,57 @@ See our repository for [EyeGaze on GitHub](https://github.com/qualcomm/ai-hub-mo
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
64
  |---|---|---|---|---|---|---
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- | EyeGaze | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 19.064 ms | 32 - 43 MB | CPU
66
- | EyeGaze | ONNX | float | Snapdragon® X2 Elite | 9.205 ms | 35 - 35 MB | CPU
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- | EyeGaze | ONNX | float | Snapdragon® X Elite | 9.936 ms | 34 - 34 MB | CPU
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- | EyeGaze | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 22.114 ms | 31 - 41 MB | CPU
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- | EyeGaze | ONNX | float | Qualcomm® QCS8550 (Proxy) | 25.588 ms | 27 - 48 MB | CPU
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- | EyeGaze | ONNX | float | Qualcomm® QCS9075 | 20.894 ms | 33 - 43 MB | CPU
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- | EyeGaze | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 19.938 ms | 32 - 44 MB | CPU
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- | EyeGaze | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 26.137 ms | 69 - 84 MB | CPU
73
- | EyeGaze | ONNX | w8a16 | Snapdragon® X2 Elite | 17.476 ms | 102 - 102 MB | CPU
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- | EyeGaze | ONNX | w8a16 | Snapdragon® X Elite | 19.06 ms | 101 - 101 MB | CPU
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- | EyeGaze | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 31.742 ms | 70 - 81 MB | CPU
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- | EyeGaze | ONNX | w8a16 | Qualcomm® QCS6490 | 144.075 ms | 68 - 73 MB | CPU
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- | EyeGaze | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 37.053 ms | 69 - 94 MB | CPU
78
- | EyeGaze | ONNX | w8a16 | Qualcomm® QCS9075 | 40.451 ms | 69 - 74 MB | CPU
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- | EyeGaze | ONNX | w8a16 | Qualcomm® QCM6690 | 68.242 ms | 69 - 80 MB | CPU
80
- | EyeGaze | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 27.239 ms | 71 - 88 MB | CPU
81
- | EyeGaze | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 60.211 ms | 59 - 70 MB | CPU
82
- | EyeGaze | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.863 ms | 10 - 25 MB | CPU
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- | EyeGaze | QNN_DLC | float | Snapdragon® X2 Elite | 10.599 ms | 11 - 11 MB | CPU
84
- | EyeGaze | QNN_DLC | float | Snapdragon® X Elite | 13.403 ms | 11 - 11 MB | CPU
85
- | EyeGaze | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 17.287 ms | 10 - 23 MB | CPU
86
- | EyeGaze | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 207.983 ms | 0 - 13 MB | CPU
87
- | EyeGaze | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 20.302 ms | 9 - 64 MB | CPU
88
- | EyeGaze | QNN_DLC | float | Qualcomm® SA8775P | 28.934 ms | 0 - 10 MB | CPU
89
- | EyeGaze | QNN_DLC | float | Qualcomm® QCS9075 | 67.816 ms | 66 - 140 MB | CPU
90
- | EyeGaze | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 28.978 ms | 11 - 24 MB | CPU
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- | EyeGaze | QNN_DLC | float | Qualcomm® SA7255P | 207.983 ms | 0 - 13 MB | CPU
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- | EyeGaze | QNN_DLC | float | Qualcomm® SA8295P | 23.254 ms | 10 - 20 MB | CPU
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- | EyeGaze | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 14.296 ms | 10 - 22 MB | CPU
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- | EyeGaze | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 10.804 ms | 2 - 12 MB | CPU
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- | EyeGaze | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 16.076 ms | 2 - 12 MB | CPU
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- | EyeGaze | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 30.304 ms | 2 - 10 MB | CPU
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- | EyeGaze | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 18.487 ms | 2 - 51 MB | CPU
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- | EyeGaze | TFLITE | float | Qualcomm® SA8775P | 25.293 ms | 4 - 9 MB | CPU
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- | EyeGaze | TFLITE | float | Qualcomm® QCS9075 | 25.271 ms | 2 - 43 MB | CPU
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- | EyeGaze | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 21.712 ms | 2 - 12 MB | CPU
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- | EyeGaze | TFLITE | float | Qualcomm® SA7255P | 30.304 ms | 2 - 10 MB | CPU
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- | EyeGaze | TFLITE | float | Qualcomm® SA8295P | 16.681 ms | 2 - 7 MB | CPU
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- | EyeGaze | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 11.561 ms | 2 - 9 MB | CPU
 
 
 
 
 
 
 
 
 
 
 
 
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105
  ## License
106
  * The license for the original implementation of EyeGaze can be found
 
29
 
30
  | Runtime | Precision | Chipset | SDK Versions | Download |
31
  |---|---|---|---|---|
32
+ | ONNX | float | Universal | ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.53.0/eyegaze-onnx-float.zip)
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+ | ONNX | w8a16 | Universal | ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.53.0/eyegaze-onnx-w8a16.zip)
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+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.53.0/eyegaze-qnn_dlc-float.zip)
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+ | TFLITE | float | Universal | | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.53.0/eyegaze-tflite-float.zip)
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37
  For more device-specific assets and performance metrics, visit **[EyeGaze on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/eyegaze)**.
38
 
 
62
  ## Performance Summary
63
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
64
  |---|---|---|---|---|---|---
65
+ | EyeGaze | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 19.157 ms | 32 - 42 MB | CPU
66
+ | EyeGaze | ONNX | float | Snapdragon® 8 Elite Mobile | 20.075 ms | 32 - 40 MB | CPU
67
+ | EyeGaze | ONNX | float | Snapdragon® X2 Elite | 9.735 ms | 35 - 35 MB | CPU
68
+ | EyeGaze | ONNX | float | Snapdragon® X Elite | 9.77 ms | 34 - 34 MB | CPU
69
+ | EyeGaze | ONNX | float | Snapdragon® X Elite | 9.77 ms | 34 - 34 MB | CPU
70
+ | EyeGaze | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 21.586 ms | 31 - 40 MB | CPU
71
+ | EyeGaze | ONNX | float | Qualcomm® QCS8550 (Proxy) | 25.01 ms | 32 - 37 MB | CPU
72
+ | EyeGaze | ONNX | float | Qualcomm® QCS9075 | 20.922 ms | 32 - 42 MB | CPU
73
+ | EyeGaze | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 20.075 ms | 32 - 40 MB | CPU
74
+ | EyeGaze | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 25.782 ms | 69 - 83 MB | CPU
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+ | EyeGaze | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 26.972 ms | 69 - 81 MB | CPU
76
+ | EyeGaze | ONNX | w8a16 | Snapdragon® X2 Elite | 17.155 ms | 102 - 102 MB | CPU
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+ | EyeGaze | ONNX | w8a16 | Snapdragon® X Elite | 18.01 ms | 101 - 101 MB | CPU
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+ | EyeGaze | ONNX | w8a16 | Snapdragon® X Elite | 18.01 ms | 101 - 101 MB | CPU
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+ | EyeGaze | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 31.882 ms | 69 - 82 MB | CPU
80
+ | EyeGaze | ONNX | w8a16 | Qualcomm® QCS6490 | 142.485 ms | 69 - 74 MB | CPU
81
+ | EyeGaze | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 37.671 ms | 65 - 97 MB | CPU
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+ | EyeGaze | ONNX | w8a16 | Qualcomm® QCS9075 | 40.455 ms | 68 - 73 MB | CPU
83
+ | EyeGaze | ONNX | w8a16 | Qualcomm® QCM6690 | 68.837 ms | 65 - 76 MB | CPU
84
+ | EyeGaze | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 26.972 ms | 69 - 81 MB | CPU
85
+ | EyeGaze | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 60.345 ms | 62 - 73 MB | CPU
86
+ | EyeGaze | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 60.345 ms | 62 - 73 MB | CPU
87
+ | EyeGaze | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.54 ms | 10 - 25 MB | CPU
88
+ | EyeGaze | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 14.351 ms | 11 - 27 MB | CPU
89
+ | EyeGaze | QNN_DLC | float | Snapdragon® X2 Elite | 9.54 ms | 11 - 11 MB | CPU
90
+ | EyeGaze | QNN_DLC | float | Snapdragon® X Elite | 13.704 ms | 11 - 11 MB | CPU
91
+ | EyeGaze | QNN_DLC | float | Snapdragon® X Elite | 13.704 ms | 11 - 11 MB | CPU
92
+ | EyeGaze | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 17.752 ms | 10 - 24 MB | CPU
93
+ | EyeGaze | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 212.294 ms | 10 - 24 MB | CPU
94
+ | EyeGaze | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 19.672 ms | 10 - 72 MB | CPU
95
+ | EyeGaze | QNN_DLC | float | Qualcomm® SA8775P | 29.099 ms | 10 - 21 MB | CPU
96
+ | EyeGaze | QNN_DLC | float | Qualcomm® SA8775P | 29.099 ms | 10 - 21 MB | CPU
97
+ | EyeGaze | QNN_DLC | float | Qualcomm® SA8775P | 29.099 ms | 10 - 21 MB | CPU
98
+ | EyeGaze | QNN_DLC | float | Qualcomm® QCS9075 | 67.911 ms | 61 - 134 MB | CPU
99
+ | EyeGaze | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 28.217 ms | 11 - 25 MB | CPU
100
+ | EyeGaze | QNN_DLC | float | Qualcomm® SA7255P | 212.294 ms | 10 - 24 MB | CPU
101
+ | EyeGaze | QNN_DLC | float | Qualcomm® SA8295P | 22.729 ms | 10 - 20 MB | CPU
102
+ | EyeGaze | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 14.351 ms | 11 - 27 MB | CPU
103
+ | EyeGaze | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 10.837 ms | 2 - 11 MB | CPU
104
+ | EyeGaze | TFLITE | float | Snapdragon® 8 Elite Mobile | 11.175 ms | 2 - 9 MB | CPU
105
+ | EyeGaze | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 16.056 ms | 4 - 13 MB | CPU
106
+ | EyeGaze | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 30.471 ms | 2 - 9 MB | CPU
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+ | EyeGaze | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 18.196 ms | 2 - 5 MB | CPU
108
+ | EyeGaze | TFLITE | float | Qualcomm® SA8775P | 25.483 ms | 2 - 6 MB | CPU
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+ | EyeGaze | TFLITE | float | Qualcomm® SA8775P | 25.483 ms | 2 - 6 MB | CPU
110
+ | EyeGaze | TFLITE | float | Qualcomm® SA8775P | 25.483 ms | 2 - 6 MB | CPU
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+ | EyeGaze | TFLITE | float | Qualcomm® QCS9075 | 25.329 ms | 2 - 43 MB | CPU
112
+ | EyeGaze | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 21.084 ms | 2 - 14 MB | CPU
113
+ | EyeGaze | TFLITE | float | Qualcomm® SA7255P | 30.471 ms | 2 - 9 MB | CPU
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+ | EyeGaze | TFLITE | float | Qualcomm® SA8295P | 16.771 ms | 2 - 6 MB | CPU
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+ | EyeGaze | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 11.175 ms | 2 - 9 MB | CPU
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117
  ## License
118
  * The license for the original implementation of EyeGaze can be found
release_assets.json CHANGED
@@ -1,35 +1,35 @@
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  {
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- "version": "0.52.0",
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  "precisions": {
 
 
 
 
 
 
 
 
 
 
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  "float": {
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  "universal_assets": {
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  "tflite": {
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  "tool_versions": {
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- "litert": "1.4.2"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.52.0/eyegaze-tflite-float.zip"
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  },
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  "qnn_dlc": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.52.0/eyegaze-qnn_dlc-float.zip"
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  },
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  "onnx": {
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  "tool_versions": {
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  "onnx_runtime": "1.24.3"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.52.0/eyegaze-onnx-float.zip"
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- }
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- }
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- },
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- "w8a16": {
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- "universal_assets": {
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- "onnx": {
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- "tool_versions": {
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- "onnx_runtime": "1.24.3"
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- },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.52.0/eyegaze-onnx-w8a16.zip"
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  }
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  }
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  }
 
1
  {
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+ "version": "0.53.0",
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  "precisions": {
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+ "w8a16": {
5
+ "universal_assets": {
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+ "onnx": {
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+ "tool_versions": {
8
+ "onnx_runtime": "1.24.3"
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+ },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.53.0/eyegaze-onnx-w8a16.zip"
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+ }
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+ }
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+ },
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  "float": {
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  "universal_assets": {
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  "tflite": {
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  "tool_versions": {
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+ "litert": "1.4.3"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.53.0/eyegaze-tflite-float.zip"
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  },
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  "qnn_dlc": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.53.0/eyegaze-qnn_dlc-float.zip"
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  },
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  "onnx": {
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  "tool_versions": {
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  "onnx_runtime": "1.24.3"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.53.0/eyegaze-onnx-float.zip"
 
 
 
 
 
 
 
 
 
 
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  }
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  }
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  }