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Mobile-VIT

Image Classification
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v0.63.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.63.0 for changelog.

Files changed (2) hide show
  1. README.md +82 -84
  2. release_assets.json +11 -11
README.md CHANGED
@@ -15,7 +15,7 @@ pipeline_tag: image-classification
15
  MobileVit is a machine learning model that can classify images from the Imagenet dataset. It can also be used as a backbone in building more complex models for specific use cases.
16
 
17
  This is based on the implementation of Mobile-VIT found [here](https://github.com/apple/ml-cvnets).
18
- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/mobile_vit) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
21
 
@@ -28,25 +28,25 @@ Below are pre-exported model assets ready for deployment.
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29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
- | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.62.2/mobile_vit-onnx-float.zip)
32
- | ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.62.2/mobile_vit-onnx-w8a16.zip)
33
- | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.62.2/mobile_vit-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.62.2/mobile_vit-qnn_dlc-w8a16.zip)
35
- | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.62.2/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
 
39
 
40
  ### Option 2: Export with Custom Configurations
41
 
42
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/mobile_vit) Python library to compile and export the model with your own:
43
  - Custom weights (e.g., fine-tuned checkpoints)
44
  - Custom input shapes
45
  - Target device and runtime configurations
46
 
47
  This option is ideal if you need to customize the model beyond the default configuration provided here.
48
 
49
- See our repository for [Mobile-VIT on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/mobile_vit) for usage instructions.
50
 
51
  ## Model Details
52
 
@@ -62,82 +62,80 @@ 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® X2 Elite | 2.271 ms | 2 - 2 MB | NPU
66
- | Mobile-VIT | ONNX | float | Snapdragon® X Elite | 4.579 ms | 12 - 12 MB | NPU
67
- | Mobile-VIT | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.025 ms | 0 - 93 MB | NPU
68
- | Mobile-VIT | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 6.606 ms | 1 - 99 MB | NPU
69
- | Mobile-VIT | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 4.687 ms | 1 - 4 MB | NPU
70
- | Mobile-VIT | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.345 ms | 0 - 51 MB | NPU
71
- | Mobile-VIT | ONNX | float | Qualcomm® QCS8450 | 6.606 ms | 1 - 99 MB | NPU
72
- | Mobile-VIT | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 4.989 ms | 1 - 4 MB | NPU
73
- | Mobile-VIT | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.579 ms | 12 - 12 MB | NPU
74
- | Mobile-VIT | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 2.451 ms | 0 - 74 MB | NPU
75
- | Mobile-VIT | ONNX | float | Snapdragon® 8 Elite Mobile | 2.451 ms | 0 - 74 MB | NPU
76
- | Mobile-VIT | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.057 ms | 1 - 66 MB | NPU
77
- | Mobile-VIT | ONNX | w8a16 | Snapdragon® X2 Elite | 1.832 ms | 1 - 1 MB | NPU
78
- | Mobile-VIT | ONNX | w8a16 | Snapdragon® X Elite | 4.418 ms | 6 - 6 MB | NPU
79
- | Mobile-VIT | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.821 ms | 0 - 117 MB | NPU
80
- | Mobile-VIT | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 4.844 ms | 0 - 115 MB | NPU
81
- | Mobile-VIT | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 13.469 ms | 0 - 3 MB | NPU
82
- | Mobile-VIT | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 3.869 ms | 0 - 4 MB | NPU
83
- | Mobile-VIT | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.223 ms | 0 - 9 MB | NPU
84
- | Mobile-VIT | ONNX | w8a16 | Qualcomm® QCS8450 | 4.844 ms | 0 - 115 MB | NPU
85
- | Mobile-VIT | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 4.483 ms | 0 - 3 MB | NPU
86
- | Mobile-VIT | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 4.418 ms | 6 - 6 MB | NPU
87
- | Mobile-VIT | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 19.512 ms | 0 - 217 MB | NPU
88
- | Mobile-VIT | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 4.509 ms | 0 - 234 MB | NPU
89
- | Mobile-VIT | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.066 ms | 0 - 86 MB | NPU
90
- | Mobile-VIT | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.066 ms | 0 - 86 MB | NPU
91
- | Mobile-VIT | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.753 ms | 0 - 87 MB | NPU
92
- | Mobile-VIT | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 4.509 ms | 0 - 234 MB | NPU
93
- | Mobile-VIT | QNN_DLC | float | Snapdragon® X2 Elite | 2.49 ms | 1 - 1 MB | NPU
94
- | Mobile-VIT | QNN_DLC | float | Snapdragon® X Elite | 4.608 ms | 1 - 1 MB | NPU
95
- | Mobile-VIT | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.936 ms | 0 - 86 MB | NPU
96
- | Mobile-VIT | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 6.408 ms | 0 - 90 MB | NPU
97
- | Mobile-VIT | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 4.503 ms | 1 - 4 MB | NPU
98
- | Mobile-VIT | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.236 ms | 1 - 3 MB | NPU
99
- | Mobile-VIT | QNN_DLC | float | Qualcomm® SA8775P | 5.01 ms | 1 - 66 MB | NPU
100
- | Mobile-VIT | QNN_DLC | float | Qualcomm® SA8650P | 5.01 ms | 1 - 66 MB | NPU
101
- | Mobile-VIT | QNN_DLC | float | Qualcomm® SA8255P | 5.01 ms | 1 - 66 MB | NPU
102
- | Mobile-VIT | QNN_DLC | float | Qualcomm® QCS8450 | 6.408 ms | 0 - 90 MB | NPU
103
- | Mobile-VIT | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 4.81 ms | 3 - 5 MB | NPU
104
- | Mobile-VIT | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.608 ms | 1 - 1 MB | NPU
105
- | Mobile-VIT | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.385 ms | 1 - 56 MB | NPU
106
- | Mobile-VIT | QNN_DLC | float | Qualcomm® SA7255P | 11.192 ms | 1 - 57 MB | NPU
107
- | Mobile-VIT | QNN_DLC | float | Qualcomm® SA8295P | 7.362 ms | 1 - 61 MB | NPU
108
- | Mobile-VIT | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 2.385 ms | 1 - 56 MB | NPU
109
- | Mobile-VIT | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.014 ms | 1 - 61 MB | NPU
110
- | Mobile-VIT | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.145 ms | 0 - 0 MB | NPU
111
- | Mobile-VIT | QNN_DLC | w8a16 | Snapdragon® X Elite | 4.9 ms | 0 - 0 MB | NPU
112
- | Mobile-VIT | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.954 ms | 0 - 94 MB | NPU
113
- | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 4.024 ms | 0 - 3 MB | NPU
114
- | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.477 ms | 0 - 14 MB | NPU
115
- | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.919 ms | 0 - 70 MB | NPU
116
- | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® SA8650P | 4.919 ms | 0 - 70 MB | NPU
117
- | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® SA8255P | 4.919 ms | 0 - 70 MB | NPU
118
- | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 4.721 ms | 0 - 2 MB | NPU
119
- | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 4.9 ms | 0 - 0 MB | NPU
120
- | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 17.192 ms | 0 - 223 MB | NPU
121
- | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 4.827 ms | 0 - 214 MB | NPU
122
- | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.185 ms | 0 - 75 MB | NPU
123
- | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® SA7255P | 8.031 ms | 0 - 70 MB | NPU
124
- | Mobile-VIT | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 2.185 ms | 0 - 75 MB | NPU
125
- | Mobile-VIT | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.811 ms | 0 - 74 MB | NPU
126
- | Mobile-VIT | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 4.827 ms | 0 - 214 MB | NPU
127
- | Mobile-VIT | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.949 ms | 0 - 102 MB | NPU
128
- | Mobile-VIT | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 6.452 ms | 0 - 104 MB | NPU
129
- | Mobile-VIT | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 4.502 ms | 0 - 16 MB | NPU
130
- | Mobile-VIT | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.207 ms | 0 - 2 MB | NPU
131
- | Mobile-VIT | TFLITE | float | Qualcomm® SA8775P | 5.063 ms | 0 - 80 MB | NPU
132
- | Mobile-VIT | TFLITE | float | Qualcomm® SA8650P | 5.063 ms | 0 - 80 MB | NPU
133
- | Mobile-VIT | TFLITE | float | Qualcomm® SA8255P | 5.063 ms | 0 - 80 MB | NPU
134
- | Mobile-VIT | TFLITE | float | Qualcomm® QCS8450 | 6.452 ms | 0 - 104 MB | NPU
135
- | Mobile-VIT | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 4.79 ms | 0 - 15 MB | NPU
136
- | Mobile-VIT | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 2.386 ms | 0 - 77 MB | NPU
137
- | Mobile-VIT | TFLITE | float | Qualcomm® SA7255P | 11.208 ms | 0 - 79 MB | NPU
138
- | Mobile-VIT | TFLITE | float | Qualcomm® SA8295P | 7.361 ms | 0 - 64 MB | NPU
139
- | Mobile-VIT | TFLITE | float | Snapdragon® 8 Elite Mobile | 2.386 ms | 0 - 77 MB | NPU
140
- | Mobile-VIT | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.011 ms | 0 - 77 MB | NPU
141
 
142
  ## License
143
  * The license for the original implementation of Mobile-VIT can be found
 
15
  MobileVit is a machine learning model that can classify images from the Imagenet dataset. It can also be used as a backbone in building more complex models for specific use cases.
16
 
17
  This is based on the implementation of Mobile-VIT found [here](https://github.com/apple/ml-cvnets).
18
+ This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/mobile_vit) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
21
 
 
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
+ | ONNX | float | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.63.0/mobile_vit-onnx-float.zip)
32
+ | ONNX | w8a16 | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.63.0/mobile_vit-onnx-w8a16.zip)
33
+ | QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.63.0/mobile_vit-qnn_dlc-float.zip)
34
+ | QNN_DLC | w8a16 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.63.0/mobile_vit-qnn_dlc-w8a16.zip)
35
+ | TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.63.0/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
 
39
 
40
  ### Option 2: Export with Custom Configurations
41
 
42
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/mobile_vit) Python library to compile and export the model with your own:
43
  - Custom weights (e.g., fine-tuned checkpoints)
44
  - Custom input shapes
45
  - Target device and runtime configurations
46
 
47
  This option is ideal if you need to customize the model beyond the default configuration provided here.
48
 
49
+ See our repository for [Mobile-VIT on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/mobile_vit) for usage instructions.
50
 
51
  ## Model Details
52
 
 
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 For Galaxy Mobile | 1.925 ms | 0 - 65 MB | NPU
66
+ | Mobile-VIT | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.294 ms | 0 - 65 MB | NPU
67
+ | Mobile-VIT | ONNX | float | Snapdragon® X2 Elite | 2.128 ms | 2 - 2 MB | NPU
68
+ | Mobile-VIT | ONNX | float | Snapdragon® X Elite | 4.276 ms | 12 - 12 MB | NPU
69
+ | Mobile-VIT | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.897 ms | 0 - 94 MB | NPU
70
+ | Mobile-VIT | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 6.424 ms | 1 - 103 MB | NPU
71
+ | Mobile-VIT | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 4.506 ms | 1 - 5 MB | NPU
72
+ | Mobile-VIT | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.095 ms | 0 - 15 MB | NPU
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+ | Mobile-VIT | ONNX | float | Qualcomm® QCS8450 | 6.424 ms | 1 - 103 MB | NPU
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+ | Mobile-VIT | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 4.71 ms | 1 - 4 MB | NPU
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+ | Mobile-VIT | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.276 ms | 12 - 12 MB | NPU
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+ | Mobile-VIT | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 2.294 ms | 0 - 65 MB | NPU
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+ | Mobile-VIT | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.708 ms | 0 - 94 MB | NPU
78
+ | Mobile-VIT | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2.031 ms | 0 - 89 MB | NPU
79
+ | Mobile-VIT | ONNX | w8a16 | Snapdragon® X2 Elite | 1.76 ms | 1 - 1 MB | NPU
80
+ | Mobile-VIT | ONNX | w8a16 | Snapdragon® X Elite | 4.423 ms | 6 - 6 MB | NPU
81
+ | Mobile-VIT | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.787 ms | 0 - 123 MB | NPU
82
+ | Mobile-VIT | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 4.803 ms | 0 - 121 MB | NPU
83
+ | Mobile-VIT | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 9.876 ms | 0 - 4 MB | NPU
84
+ | Mobile-VIT | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 3.827 ms | 0 - 4 MB | NPU
85
+ | Mobile-VIT | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.229 ms | 0 - 9 MB | NPU
86
+ | Mobile-VIT | ONNX | w8a16 | Qualcomm® QCS8450 | 4.803 ms | 0 - 121 MB | NPU
87
+ | Mobile-VIT | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 4.471 ms | 0 - 4 MB | NPU
88
+ | Mobile-VIT | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 4.423 ms | 6 - 6 MB | NPU
89
+ | Mobile-VIT | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 20.424 ms | 0 - 206 MB | NPU
90
+ | Mobile-VIT | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 4.657 ms | 0 - 201 MB | NPU
91
+ | Mobile-VIT | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.031 ms | 0 - 89 MB | NPU
92
+ | Mobile-VIT | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 4.657 ms | 0 - 201 MB | NPU
93
+ | Mobile-VIT | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.869 ms | 1 - 60 MB | NPU
94
+ | Mobile-VIT | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.236 ms | 0 - 58 MB | NPU
95
+ | Mobile-VIT | QNN_DLC | float | Snapdragon® X2 Elite | 2.316 ms | 1 - 1 MB | NPU
96
+ | Mobile-VIT | QNN_DLC | float | Snapdragon® X Elite | 4.393 ms | 1 - 1 MB | NPU
97
+ | Mobile-VIT | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.8 ms | 0 - 86 MB | NPU
98
+ | Mobile-VIT | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 6.249 ms | 0 - 94 MB | NPU
99
+ | Mobile-VIT | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 4.297 ms | 1 - 4 MB | NPU
100
+ | Mobile-VIT | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.984 ms | 1 - 3 MB | NPU
101
+ | Mobile-VIT | QNN_DLC | float | Qualcomm® SA8775P | 4.745 ms | 1 - 62 MB | NPU
102
+ | Mobile-VIT | QNN_DLC | float | Qualcomm® SA8650P | 4.745 ms | 1 - 62 MB | NPU
103
+ | Mobile-VIT | QNN_DLC | float | Qualcomm® SA8255P | 4.745 ms | 1 - 62 MB | NPU
104
+ | Mobile-VIT | QNN_DLC | float | Qualcomm® QCS8450 | 6.249 ms | 0 - 94 MB | NPU
105
+ | Mobile-VIT | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 4.564 ms | 1 - 4 MB | NPU
106
+ | Mobile-VIT | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.393 ms | 1 - 1 MB | NPU
107
+ | Mobile-VIT | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.236 ms | 0 - 58 MB | NPU
108
+ | Mobile-VIT | QNN_DLC | float | Qualcomm® SA8295P | 7.082 ms | 0 - 63 MB | NPU
109
+ | Mobile-VIT | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.748 ms | 0 - 81 MB | NPU
110
+ | Mobile-VIT | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2.11 ms | 0 - 74 MB | NPU
111
+ | Mobile-VIT | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.112 ms | 0 - 0 MB | NPU
112
+ | Mobile-VIT | QNN_DLC | w8a16 | Snapdragon® X Elite | 4.859 ms | 0 - 0 MB | NPU
113
+ | Mobile-VIT | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.919 ms | 0 - 97 MB | NPU
114
+ | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 3.95 ms | 0 - 4 MB | NPU
115
+ | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.447 ms | 0 - 2 MB | NPU
116
+ | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.919 ms | 0 - 77 MB | NPU
117
+ | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® SA8650P | 4.919 ms | 0 - 77 MB | NPU
118
+ | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® SA8255P | 4.919 ms | 0 - 77 MB | NPU
119
+ | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 4.698 ms | 0 - 3 MB | NPU
120
+ | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 4.859 ms | 0 - 0 MB | NPU
121
+ | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 17.402 ms | 0 - 190 MB | NPU
122
+ | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 4.872 ms | 0 - 187 MB | NPU
123
+ | Mobile-VIT | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.11 ms | 0 - 74 MB | NPU
124
+ | Mobile-VIT | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 4.872 ms | 0 - 187 MB | NPU
125
+ | Mobile-VIT | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.87 ms | 0 - 69 MB | NPU
126
+ | Mobile-VIT | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.238 ms | 0 - 78 MB | NPU
127
+ | Mobile-VIT | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.818 ms | 0 - 103 MB | NPU
128
+ | Mobile-VIT | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 6.282 ms | 0 - 108 MB | NPU
129
+ | Mobile-VIT | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 4.329 ms | 0 - 16 MB | NPU
130
+ | Mobile-VIT | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.973 ms | 0 - 2 MB | NPU
131
+ | Mobile-VIT | TFLITE | float | Qualcomm® SA8775P | 4.743 ms | 0 - 76 MB | NPU
132
+ | Mobile-VIT | TFLITE | float | Qualcomm® SA8650P | 4.743 ms | 0 - 76 MB | NPU
133
+ | Mobile-VIT | TFLITE | float | Qualcomm® SA8255P | 4.743 ms | 0 - 76 MB | NPU
134
+ | Mobile-VIT | TFLITE | float | Qualcomm® QCS8450 | 6.282 ms | 0 - 108 MB | NPU
135
+ | Mobile-VIT | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 4.544 ms | 0 - 16 MB | NPU
136
+ | Mobile-VIT | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 2.238 ms | 0 - 78 MB | NPU
137
+ | Mobile-VIT | TFLITE | float | Qualcomm® SA7255P | 10.794 ms | 0 - 73 MB | NPU
138
+ | Mobile-VIT | TFLITE | float | Qualcomm® SA8295P | 7.124 ms | 0 - 67 MB | NPU
 
 
139
 
140
  ## License
141
  * The license for the original implementation of Mobile-VIT can be found
release_assets.json CHANGED
@@ -1,26 +1,26 @@
1
  {
2
- "version": "0.62.2",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
6
  "onnx": {
7
  "tool_versions": {
8
- "qairt": "2.45.0.260326154327",
9
  "onnx_runtime": "1.27.1"
10
  },
11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.62.2/mobile_vit-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
- "qairt": "2.45.0.260326154327"
16
  },
17
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.62.2/mobile_vit-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
- "qairt": "2.45.0.260326154327"
22
  },
23
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.62.2/mobile_vit-tflite-float.zip"
24
  }
25
  }
26
  },
@@ -28,16 +28,16 @@
28
  "universal_assets": {
29
  "onnx": {
30
  "tool_versions": {
31
- "qairt": "2.45.0.260326154327",
32
  "onnx_runtime": "1.27.1"
33
  },
34
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.62.2/mobile_vit-onnx-w8a16.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
- "qairt": "2.45.0.260326154327"
39
  },
40
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.62.2/mobile_vit-qnn_dlc-w8a16.zip"
41
  }
42
  }
43
  }
 
1
  {
2
+ "version": "0.63.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
6
  "onnx": {
7
  "tool_versions": {
8
+ "qairt": "2.50.0.260828221209",
9
  "onnx_runtime": "1.27.1"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.63.0/mobile_vit-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
+ "qairt": "2.50.0.260828221209"
16
  },
17
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.63.0/mobile_vit-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
+ "qairt": "2.50.0.260828221209"
22
  },
23
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.63.0/mobile_vit-tflite-float.zip"
24
  }
25
  }
26
  },
 
28
  "universal_assets": {
29
  "onnx": {
30
  "tool_versions": {
31
+ "qairt": "2.50.0.260828221209",
32
  "onnx_runtime": "1.27.1"
33
  },
34
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.63.0/mobile_vit-onnx-w8a16.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
+ "qairt": "2.50.0.260828221209"
39
  },
40
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobile_vit/releases/v0.63.0/mobile_vit-qnn_dlc-w8a16.zip"
41
  }
42
  }
43
  }