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EyeGaze

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gaze-estimation
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v0.51.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.51.0 for changelog.

Files changed (2) hide show
  1. README.md +43 -32
  2. release_assets.json +37 -1
README.md CHANGED
@@ -29,9 +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 | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.50.2/eyegaze-onnx-float.zip)
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- | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.50.2/eyegaze-onnx-w8a16.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.50.2/eyegaze-qnn_dlc-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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@@ -61,35 +62,45 @@ 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
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  |---|---|---|---|---|---|---
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- | EyeGaze | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 19.041 ms | 32 - 43 MB | CPU
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- | EyeGaze | ONNX | float | Snapdragon® X2 Elite | 9.487 ms | 34 - 34 MB | CPU
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- | EyeGaze | ONNX | float | Snapdragon® X Elite | 9.465 ms | 34 - 34 MB | CPU
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- | EyeGaze | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 21.944 ms | 31 - 40 MB | CPU
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- | EyeGaze | ONNX | float | Qualcomm® QCS8550 (Proxy) | 25.309 ms | 32 - 34 MB | CPU
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- | EyeGaze | ONNX | float | Qualcomm® QCS9075 | 20.969 ms | 33 - 43 MB | CPU
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- | EyeGaze | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 19.834 ms | 32 - 45 MB | CPU
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- | EyeGaze | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 25.798 ms | 69 - 84 MB | CPU
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- | EyeGaze | ONNX | w8a16 | Snapdragon® X2 Elite | 17.491 ms | 102 - 102 MB | CPU
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- | EyeGaze | ONNX | w8a16 | Snapdragon® X Elite | 18.149 ms | 101 - 101 MB | CPU
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- | EyeGaze | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 31.907 ms | 72 - 87 MB | CPU
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- | EyeGaze | ONNX | w8a16 | Qualcomm® QCS6490 | 144.355 ms | 69 - 74 MB | CPU
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- | EyeGaze | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 37.184 ms | 66 - 75 MB | CPU
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- | EyeGaze | ONNX | w8a16 | Qualcomm® QCS9075 | 40.659 ms | 70 - 75 MB | CPU
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- | EyeGaze | ONNX | w8a16 | Qualcomm® QCM6690 | 68.553 ms | 70 - 81 MB | CPU
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- | EyeGaze | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 28.397 ms | 71 - 83 MB | CPU
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- | EyeGaze | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 60.053 ms | 61 - 72 MB | CPU
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- | EyeGaze | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 27.449 ms | 36 - 50 MB | CPU
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- | EyeGaze | QNN_DLC | float | Snapdragon® X2 Elite | 34.26 ms | 14 - 14 MB | CPU
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- | EyeGaze | QNN_DLC | float | Snapdragon® X Elite | 31.643 ms | 13 - 13 MB | CPU
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- | EyeGaze | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 37.026 ms | 11 - 23 MB | CPU
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- | EyeGaze | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 235.625 ms | 18 - 30 MB | CPU
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- | EyeGaze | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 45.399 ms | 36 - 97 MB | CPU
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- | EyeGaze | QNN_DLC | float | Qualcomm® SA8775P | 51.911 ms | 34 - 42 MB | CPU
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- | EyeGaze | QNN_DLC | float | Qualcomm® QCS9075 | 56.398 ms | 61 - 133 MB | CPU
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- | EyeGaze | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 66.918 ms | 11 - 24 MB | CPU
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- | EyeGaze | QNN_DLC | float | Qualcomm® SA7255P | 235.625 ms | 18 - 30 MB | CPU
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- | EyeGaze | QNN_DLC | float | Qualcomm® SA8295P | 42.762 ms | 33 - 42 MB | CPU
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- | EyeGaze | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 38.387 ms | 33 - 43 MB | CPU
 
 
 
 
 
 
 
 
 
 
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  ## License
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  * The license for the original implementation of EyeGaze can be found
 
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  | Runtime | Precision | Chipset | SDK Versions | Download |
31
  |---|---|---|---|---|
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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/v0.51.0/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/v0.51.0/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/v0.51.0/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/v0.51.0/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
  ## 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 | 19.064 ms | 32 - 43 MB | CPU
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+ | 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 | 25.828 ms | 69 - 84 MB | CPU
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+ | EyeGaze | ONNX | w8a16 | Snapdragon® X2 Elite | 17.489 ms | 102 - 102 MB | CPU
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+ | EyeGaze | ONNX | w8a16 | Snapdragon® X Elite | 19.36 ms | 101 - 101 MB | CPU
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+ | EyeGaze | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 33.106 ms | 71 - 83 MB | CPU
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+ | EyeGaze | ONNX | w8a16 | Qualcomm® QCS6490 | 143.117 ms | 69 - 74 MB | CPU
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+ | EyeGaze | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 38.98 ms | 66 - 75 MB | CPU
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+ | EyeGaze | ONNX | w8a16 | Qualcomm® QCS9075 | 40.471 ms | 68 - 73 MB | CPU
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+ | EyeGaze | ONNX | w8a16 | Qualcomm® QCM6690 | 68.089 ms | 71 - 82 MB | CPU
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+ | EyeGaze | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 27.141 ms | 70 - 82 MB | CPU
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+ | EyeGaze | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 59.86 ms | 85 - 96 MB | CPU
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+ | EyeGaze | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.849 ms | 10 - 25 MB | CPU
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+ | EyeGaze | QNN_DLC | float | Snapdragon® X2 Elite | 9.742 ms | 11 - 11 MB | CPU
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+ | EyeGaze | QNN_DLC | float | Snapdragon® X Elite | 13.518 ms | 11 - 11 MB | CPU
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+ | EyeGaze | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 17.404 ms | 10 - 23 MB | CPU
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+ | EyeGaze | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 214.415 ms | 10 - 24 MB | CPU
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+ | EyeGaze | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 20.21 ms | 10 - 64 MB | CPU
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+ | EyeGaze | QNN_DLC | float | Qualcomm® SA8775P | 28.528 ms | 11 - 21 MB | CPU
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+ | EyeGaze | QNN_DLC | float | Qualcomm® QCS9075 | 67.542 ms | 76 - 150 MB | CPU
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+ | EyeGaze | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 26.795 ms | 11 - 25 MB | CPU
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+ | EyeGaze | QNN_DLC | float | Qualcomm® SA7255P | 214.415 ms | 10 - 24 MB | CPU
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+ | EyeGaze | QNN_DLC | float | Qualcomm® SA8295P | 23.19 ms | 10 - 20 MB | CPU
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+ | EyeGaze | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 14.301 ms | 10 - 26 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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  ## License
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  * The license for the original implementation of EyeGaze can be found
release_assets.json CHANGED
@@ -1 +1,37 @@
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- {"version":"0.50.2","precisions":{"float":{"universal_assets":{"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.3"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.50.2/eyegaze-onnx-float.zip"},"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.50.2/eyegaze-qnn_dlc-float.zip"}}},"w8a16":{"universal_assets":{"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.3"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/eyegaze/releases/v0.50.2/eyegaze-onnx-w8a16.zip"}}}}}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "version": "0.51.0",
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+ "precisions": {
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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/v0.51.0/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": "1.4.2"
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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/v0.51.0/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/v0.51.0/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/v0.51.0/eyegaze-onnx-float.zip"
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+ }
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+ }
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+ }
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+ }
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+ }