Hugging Face's logo

qualcomm
/
Mobile-VIT

Image Classification
PyTorch
backbone
android
Model card Files
xet
 Community
qaihm-bot commited on
Commit
f2267cc
·
verified ·
1 Parent(s): b12e6d0

v0.50.2

Browse files

See https://github.com/qualcomm/ai-hub-models/releases/v0.50.2 for changelog.

Files changed (2) hide show
  1. README.md +43 -44
  2. release_assets.json +1 -1
README.md CHANGED
@@ -28,11 +28,10 @@ Below are pre-exported model assets ready for deployment.
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
- | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.50.1/mobile_vit-onnx-float.zip)
32
- | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.50.1/mobile_vit-onnx-w8a16.zip)
33
- | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.50.1/mobile_vit-qnn_dlc-float.zip)
34
- | QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.50.1/mobile_vit-qnn_dlc-w8a16.zip)
35
- | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.50.1/mobile_vit-tflite-float.zip)
36
 
37
  For more device-specific assets and performance metrics, visit **[Mobile-VIT on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mobile_vit)**.
38
 
@@ -62,45 +61,45 @@ See our repository for [Mobile-VIT on GitHub](https://github.com/qualcomm/ai-hub
62
  ## Performance Summary
63
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
64
  |---|---|---|---|---|---|---
65
- | Mobile-VIT | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.665 ms | 1 - 102 MB | NPU
66
- | Mobile-VIT | ONNX | float | Snapdragon® X2 Elite | 1.894 ms | 12 - 12 MB | NPU
67
- | Mobile-VIT | ONNX | float | Snapdragon® X Elite | 3.952 ms | 12 - 12 MB | NPU
68
- | Mobile-VIT | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.526 ms | 0 - 109 MB | NPU
69
- | Mobile-VIT | ONNX | float | Qualcomm® QCS8550 (Proxy) | 3.591 ms | 0 - 17 MB | NPU
70
- | Mobile-VIT | ONNX | float | Qualcomm® QCS9075 | 4.693 ms | 1 - 4 MB | NPU
71
- | Mobile-VIT | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.976 ms | 0 - 88 MB | NPU
72
- | Mobile-VIT | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.919 ms | 0 - 114 MB | NPU
73
- | Mobile-VIT | ONNX | w8a16 | Snapdragon® X2 Elite | 2.068 ms | 7 - 7 MB | NPU
74
- | Mobile-VIT | ONNX | w8a16 | Snapdragon® X Elite | 5.06 ms | 8 - 8 MB | NPU
75
- | Mobile-VIT | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.118 ms | 0 - 131 MB | NPU
76
- | Mobile-VIT | ONNX | w8a16 | Qualcomm® QCS6490 | 313.39 ms | 63 - 67 MB | CPU
77
- | Mobile-VIT | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 4.636 ms | 0 - 10 MB | NPU
78
- | Mobile-VIT | ONNX | w8a16 | Qualcomm® QCS9075 | 5.087 ms | 0 - 3 MB | NPU
79
- | Mobile-VIT | ONNX | w8a16 | Qualcomm® QCM6690 | 141.953 ms | 65 - 75 MB | CPU
80
- | Mobile-VIT | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2.336 ms | 0 - 83 MB | NPU
81
- | Mobile-VIT | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 122.831 ms | 65 - 76 MB | CPU
82
- | Mobile-VIT | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.608 ms | 1 - 72 MB | NPU
83
- | Mobile-VIT | QNN_DLC | float | Snapdragon® X2 Elite | 2.136 ms | 1 - 1 MB | NPU
84
- | Mobile-VIT | QNN_DLC | float | Snapdragon® X Elite | 3.849 ms | 1 - 1 MB | NPU
85
- | Mobile-VIT | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.462 ms | 0 - 99 MB | NPU
86
- | Mobile-VIT | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 9.92 ms | 1 - 68 MB | NPU
87
- | Mobile-VIT | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.491 ms | 1 - 2 MB | NPU
88
- | Mobile-VIT | QNN_DLC | float | Qualcomm® SA8775P | 4.269 ms | 1 - 70 MB | NPU
89
- | Mobile-VIT | QNN_DLC | float | Qualcomm® QCS9075 | 4.486 ms | 3 - 5 MB | NPU
90
- | Mobile-VIT | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 5.664 ms | 0 - 92 MB | NPU
91
- | Mobile-VIT | QNN_DLC | float | Qualcomm® SA7255P | 9.92 ms | 1 - 68 MB | NPU
92
- | Mobile-VIT | QNN_DLC | float | Qualcomm® SA8295P | 6.477 ms | 1 - 62 MB | NPU
93
- | Mobile-VIT | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.925 ms | 1 - 72 MB | NPU
94
- | Mobile-VIT | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.653 ms | 0 - 86 MB | NPU
95
- | Mobile-VIT | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.579 ms | 0 - 107 MB | NPU
96
- | Mobile-VIT | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 10.232 ms | 0 - 81 MB | NPU
97
- | Mobile-VIT | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 3.682 ms | 0 - 7 MB | NPU
98
- | Mobile-VIT | TFLITE | float | Qualcomm® SA8775P | 4.47 ms | 0 - 83 MB | NPU
99
- | Mobile-VIT | TFLITE | float | Qualcomm® QCS9075 | 4.581 ms | 0 - 15 MB | NPU
100
- | Mobile-VIT | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 6.039 ms | 0 - 103 MB | NPU
101
- | Mobile-VIT | TFLITE | float | Qualcomm® SA7255P | 10.232 ms | 0 - 81 MB | NPU
102
- | Mobile-VIT | TFLITE | float | Qualcomm® SA8295P | 6.699 ms | 0 - 84 MB | NPU
103
- | Mobile-VIT | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.022 ms | 0 - 78 MB | NPU
104
 
105
  ## License
106
  * The license for the original implementation of Mobile-VIT can be found
 
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
+ | 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/mobile_vit/releases/v0.50.2/mobile_vit-onnx-float.zip)
32
+ | 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/mobile_vit/releases/v0.50.2/mobile_vit-onnx-w8a16.zip)
33
+ | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.50.2/mobile_vit-qnn_dlc-float.zip)
34
+ | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.19.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.50.2/mobile_vit-tflite-float.zip)
 
35
 
36
  For more device-specific assets and performance metrics, visit **[Mobile-VIT on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mobile_vit)**.
37
 
 
61
  ## Performance Summary
62
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
63
  |---|---|---|---|---|---|---
64
+ | Mobile-VIT | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.753 ms | 1 - 85 MB | NPU
65
+ | Mobile-VIT | ONNX | float | Snapdragon® X2 Elite | 1.989 ms | 12 - 12 MB | NPU
66
+ | Mobile-VIT | ONNX | float | Snapdragon® X Elite | 4.121 ms | 12 - 12 MB | NPU
67
+ | Mobile-VIT | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.609 ms | 0 - 101 MB | NPU
68
+ | Mobile-VIT | ONNX | float | Qualcomm® QCS8550 (Proxy) | 3.732 ms | 0 - 22 MB | NPU
69
+ | Mobile-VIT | ONNX | float | Qualcomm® QCS9075 | 4.631 ms | 1 - 4 MB | NPU
70
+ | Mobile-VIT | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.082 ms | 0 - 68 MB | NPU
71
+ | Mobile-VIT | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.894 ms | 0 - 108 MB | NPU
72
+ | Mobile-VIT | ONNX | w8a16 | Snapdragon® X2 Elite | 2.03 ms | 6 - 6 MB | NPU
73
+ | Mobile-VIT | ONNX | w8a16 | Snapdragon® X Elite | 5.008 ms | 6 - 6 MB | NPU
74
+ | Mobile-VIT | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.073 ms | 0 - 123 MB | NPU
75
+ | Mobile-VIT | ONNX | w8a16 | Qualcomm® QCS6490 | 320.342 ms | 65 - 69 MB | CPU
76
+ | Mobile-VIT | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 4.581 ms | 0 - 12 MB | NPU
77
+ | Mobile-VIT | ONNX | w8a16 | Qualcomm® QCS9075 | 4.963 ms | 0 - 3 MB | NPU
78
+ | Mobile-VIT | ONNX | w8a16 | Qualcomm® QCM6690 | 140.916 ms | 64 - 75 MB | CPU
79
+ | Mobile-VIT | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2.284 ms | 0 - 77 MB | NPU
80
+ | Mobile-VIT | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 121.306 ms | 65 - 76 MB | CPU
81
+ | Mobile-VIT | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.58 ms | 1 - 68 MB | NPU
82
+ | Mobile-VIT | QNN_DLC | float | Snapdragon® X2 Elite | 2.129 ms | 1 - 1 MB | NPU
83
+ | Mobile-VIT | QNN_DLC | float | Snapdragon® X Elite | 3.799 ms | 1 - 1 MB | NPU
84
+ | Mobile-VIT | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.406 ms | 0 - 94 MB | NPU
85
+ | Mobile-VIT | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 9.806 ms | 1 - 56 MB | NPU
86
+ | Mobile-VIT | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.426 ms | 1 - 102 MB | NPU
87
+ | Mobile-VIT | QNN_DLC | float | Qualcomm® SA8775P | 4.209 ms | 1 - 67 MB | NPU
88
+ | Mobile-VIT | QNN_DLC | float | Qualcomm® QCS9075 | 4.151 ms | 1 - 3 MB | NPU
89
+ | Mobile-VIT | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 5.597 ms | 0 - 92 MB | NPU
90
+ | Mobile-VIT | QNN_DLC | float | Qualcomm® SA7255P | 9.806 ms | 1 - 56 MB | NPU
91
+ | Mobile-VIT | QNN_DLC | float | Qualcomm® SA8295P | 6.441 ms | 0 - 59 MB | NPU
92
+ | Mobile-VIT | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.903 ms | 1 - 57 MB | NPU
93
+ | Mobile-VIT | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.696 ms | 0 - 81 MB | NPU
94
+ | Mobile-VIT | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.543 ms | 0 - 109 MB | NPU
95
+ | Mobile-VIT | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 10.204 ms | 0 - 77 MB | NPU
96
+ | Mobile-VIT | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 3.619 ms | 0 - 7 MB | NPU
97
+ | Mobile-VIT | TFLITE | float | Qualcomm® SA8775P | 4.458 ms | 0 - 72 MB | NPU
98
+ | Mobile-VIT | TFLITE | float | Qualcomm® QCS9075 | 4.405 ms | 0 - 15 MB | NPU
99
+ | Mobile-VIT | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 5.871 ms | 0 - 100 MB | NPU
100
+ | Mobile-VIT | TFLITE | float | Qualcomm® SA7255P | 10.204 ms | 0 - 77 MB | NPU
101
+ | Mobile-VIT | TFLITE | float | Qualcomm® SA8295P | 6.699 ms | 0 - 63 MB | NPU
102
+ | Mobile-VIT | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.01 ms | 0 - 73 MB | NPU
103
 
104
  ## License
105
  * The license for the original implementation of Mobile-VIT can be found
release_assets.json CHANGED
@@ -1 +1 @@
1
- {"version":"0.50.1","precisions":{"w8a16":{"universal_assets":{"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/mobile_vit/releases/v0.50.1/mobile_vit-qnn_dlc-w8a16.zip"},"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.50.1/mobile_vit-onnx-w8a16.zip"}}},"float":{"universal_assets":{"tflite":{"tool_versions":{"qairt":"2.43.0.260127150333_193827","tflite":"2.17.0"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.50.1/mobile_vit-tflite-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/mobile_vit/releases/v0.50.1/mobile_vit-qnn_dlc-float.zip"},"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.50.1/mobile_vit-onnx-float.zip"}}}}}
 
1
+ {"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/mobile_vit/releases/v0.50.2/mobile_vit-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/mobile_vit/releases/v0.50.2/mobile_vit-qnn_dlc-float.zip"},"tflite":{"tool_versions":{"qairt":"2.43.0.260127150333_193827","tflite":"2.19.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.50.2/mobile_vit-tflite-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/mobile_vit/releases/v0.50.2/mobile_vit-onnx-w8a16.zip"}}}}}