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CavaFace

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v0.64.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.64.0 for changelog.

Files changed (2) hide show
  1. README.md +45 -46
  2. release_assets.json +5 -5
README.md CHANGED
@@ -16,7 +16,7 @@ pipeline_tag: object-detection
16
  A PyTorch-based framework for training face recognition models that generates facial embeddings for verification and identification tasks
17
 
18
  This is based on the implementation of CavaFace found [here](https://github.com/cavalleria/cavaface).
19
- 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/cavaface) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
20
 
21
  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.
22
 
@@ -29,23 +29,23 @@ Below are pre-exported model assets ready for deployment.
29
 
30
  | Runtime | Precision | Chipset | SDK Versions | Download |
31
  |---|---|---|---|---|
32
- | 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/cavaface/releases/v0.63.0/cavaface-onnx-float.zip)
33
- | QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cavaface/releases/v0.63.0/cavaface-qnn_dlc-float.zip)
34
- | TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cavaface/releases/v0.63.0/cavaface-tflite-float.zip)
35
 
36
  For more device-specific assets and performance metrics, visit **[CavaFace on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/cavaface)**.
37
 
38
 
39
  ### Option 2: Export with Custom Configurations
40
 
41
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/cavaface) Python library to compile and export the model with your own:
42
  - Custom weights (e.g., fine-tuned checkpoints)
43
  - Custom input shapes
44
  - Target device and runtime configurations
45
 
46
  This option is ideal if you need to customize the model beyond the default configuration provided here.
47
 
48
- See our repository for [CavaFace on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/cavaface) for usage instructions.
49
 
50
  ## Model Details
51
 
@@ -60,46 +60,45 @@ See our repository for [CavaFace on GitHub](https://github.com/qualcomm/ai-hub-m
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  ## Performance Summary
61
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
62
  |---|---|---|---|---|---|---
63
- | CavaFace | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.277 ms | 0 - 98 MB | NPU
64
- | CavaFace | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.633 ms | 0 - 95 MB | NPU
65
- | CavaFace | ONNX | float | Snapdragon® X2 Elite | 2.304 ms | 1 - 1 MB | NPU
66
- | CavaFace | ONNX | float | Snapdragon® X Elite | 4.253 ms | 127 - 127 MB | NPU
67
- | CavaFace | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.194 ms | 0 - 141 MB | NPU
68
- | CavaFace | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 7.112 ms | 0 - 224 MB | NPU
69
- | CavaFace | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 7.639 ms | 0 - 4 MB | NPU
70
- | CavaFace | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.305 ms | 0 - 130 MB | NPU
71
- | CavaFace | ONNX | float | Qualcomm® QCS8450 | 7.112 ms | 0 - 224 MB | NPU
72
- | CavaFace | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 6.687 ms | 0 - 3 MB | NPU
73
- | CavaFace | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.253 ms | 127 - 127 MB | NPU
74
- | CavaFace | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 2.633 ms | 0 - 95 MB | NPU
75
- | CavaFace | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.262 ms | 0 - 89 MB | NPU
76
- | CavaFace | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.609 ms | 0 - 86 MB | NPU
77
- | CavaFace | QNN_DLC | float | Snapdragon® X2 Elite | 2.609 ms | 0 - 0 MB | NPU
78
- | CavaFace | QNN_DLC | float | Snapdragon® X Elite | 4.452 ms | 1 - 1 MB | NPU
79
- | CavaFace | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.21 ms | 0 - 133 MB | NPU
80
- | CavaFace | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 7.098 ms | 0 - 213 MB | NPU
81
- | CavaFace | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 7.597 ms | 0 - 3 MB | NPU
82
- | CavaFace | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.299 ms | 0 - 2 MB | NPU
83
- | CavaFace | QNN_DLC | float | Qualcomm® SA8650P | 6.932 ms | 0 - 82 MB | NPU
84
- | CavaFace | QNN_DLC | float | Qualcomm® SA8255P | 6.932 ms | 0 - 82 MB | NPU
85
- | CavaFace | QNN_DLC | float | Qualcomm® QCS8450 | 7.098 ms | 0 - 213 MB | NPU
86
- | CavaFace | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 6.66 ms | 0 - 2 MB | NPU
87
- | CavaFace | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.452 ms | 1 - 1 MB | NPU
88
- | CavaFace | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.609 ms | 0 - 86 MB | NPU
89
- | CavaFace | QNN_DLC | float | Qualcomm® SA8295P | 7.82 ms | 0 - 194 MB | NPU
90
- | CavaFace | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.251 ms | 0 - 104 MB | NPU
91
- | CavaFace | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.58 ms | 0 - 103 MB | NPU
92
- | CavaFace | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 3.132 ms | 0 - 250 MB | NPU
93
- | CavaFace | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 7.016 ms | 0 - 328 MB | NPU
94
- | CavaFace | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 7.549 ms | 0 - 129 MB | NPU
95
- | CavaFace | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.216 ms | 0 - 2 MB | NPU
96
- | CavaFace | TFLITE | float | Qualcomm® SA8650P | 6.893 ms | 0 - 96 MB | NPU
97
- | CavaFace | TFLITE | float | Qualcomm® SA8255P | 6.893 ms | 0 - 96 MB | NPU
98
- | CavaFace | TFLITE | float | Qualcomm® QCS8450 | 7.016 ms | 0 - 328 MB | NPU
99
- | CavaFace | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 6.603 ms | 0 - 129 MB | NPU
100
- | CavaFace | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 2.58 ms | 0 - 103 MB | NPU
101
- | CavaFace | TFLITE | float | Qualcomm® SA7255P | 159.788 ms | 0 - 23 MB | GPU
102
- | CavaFace | TFLITE | float | Qualcomm® SA8295P | 7.754 ms | 0 - 205 MB | NPU
103
 
104
  ## License
105
  * The license for the original implementation of CavaFace can be found
 
16
  A PyTorch-based framework for training face recognition models that generates facial embeddings for verification and identification tasks
17
 
18
  This is based on the implementation of CavaFace found [here](https://github.com/cavalleria/cavaface).
19
+ 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/v0.64.0/src/qai_hub_models/models/cavaface) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
20
 
21
  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.
22
 
 
29
 
30
  | Runtime | Precision | Chipset | SDK Versions | Download |
31
  |---|---|---|---|---|
32
+ | ONNX | float | Universal | QAIRT 2.50, ONNX Runtime 1.30.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cavaface/releases/v0.64.0/cavaface-onnx-float.zip)
33
+ | QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cavaface/releases/v0.64.0/cavaface-qnn_dlc-float.zip)
34
+ | TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cavaface/releases/v0.64.0/cavaface-tflite-float.zip)
35
 
36
  For more device-specific assets and performance metrics, visit **[CavaFace on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/cavaface)**.
37
 
38
 
39
  ### Option 2: Export with Custom Configurations
40
 
41
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.64.0/src/qai_hub_models/models/cavaface) Python library to compile and export the model with your own:
42
  - Custom weights (e.g., fine-tuned checkpoints)
43
  - Custom input shapes
44
  - Target device and runtime configurations
45
 
46
  This option is ideal if you need to customize the model beyond the default configuration provided here.
47
 
48
+ See our repository for [CavaFace on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.64.0/src/qai_hub_models/models/cavaface) for usage instructions.
49
 
50
  ## Model Details
51
 
 
60
  ## Performance Summary
61
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
62
  |---|---|---|---|---|---|---
63
+ | CavaFace | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.279 ms | 0 - 94 MB | NPU
64
+ | CavaFace | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.641 ms | 0 - 94 MB | NPU
65
+ | CavaFace | ONNX | float | Snapdragon® X2 Elite | 2.291 ms | 1 - 1 MB | NPU
66
+ | CavaFace | ONNX | float | Snapdragon® X Elite | 4.292 ms | 127 - 127 MB | NPU
67
+ | CavaFace | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.194 ms | 0 - 145 MB | NPU
68
+ | CavaFace | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 7.11 ms | 0 - 223 MB | NPU
69
+ | CavaFace | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 7.648 ms | 0 - 4 MB | NPU
70
+ | CavaFace | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.306 ms | 0 - 130 MB | NPU
71
+ | CavaFace | ONNX | float | Qualcomm® QCS8450 | 7.11 ms | 0 - 223 MB | NPU
72
+ | CavaFace | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 6.688 ms | 0 - 3 MB | NPU
73
+ | CavaFace | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.292 ms | 127 - 127 MB | NPU
74
+ | CavaFace | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 2.641 ms | 0 - 94 MB | NPU
75
+ | CavaFace | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.259 ms | 0 - 87 MB | NPU
76
+ | CavaFace | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.625 ms | 0 - 87 MB | NPU
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+ | CavaFace | QNN_DLC | float | Snapdragon® X2 Elite | 2.583 ms | 0 - 0 MB | NPU
78
+ | CavaFace | QNN_DLC | float | Snapdragon® X Elite | 4.466 ms | 0 - 0 MB | NPU
79
+ | CavaFace | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.187 ms | 0 - 133 MB | NPU
80
+ | CavaFace | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 7.105 ms | 0 - 213 MB | NPU
81
+ | CavaFace | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 7.606 ms | 0 - 3 MB | NPU
82
+ | CavaFace | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.297 ms | 0 - 2 MB | NPU
83
+ | CavaFace | QNN_DLC | float | Qualcomm® QCS8450 | 7.105 ms | 0 - 213 MB | NPU
84
+ | CavaFace | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 6.68 ms | 2 - 4 MB | NPU
85
+ | CavaFace | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.466 ms | 0 - 0 MB | NPU
86
+ | CavaFace | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.625 ms | 0 - 87 MB | NPU
87
+ | CavaFace | QNN_DLC | float | Qualcomm® SA8295P | 7.822 ms | 0 - 194 MB | NPU
88
+ | CavaFace | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.251 ms | 0 - 99 MB | NPU
89
+ | CavaFace | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.588 ms | 0 - 104 MB | NPU
90
+ | CavaFace | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 3.148 ms | 0 - 251 MB | NPU
91
+ | CavaFace | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 7.028 ms | 0 - 328 MB | NPU
92
+ | CavaFace | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 7.545 ms | 0 - 129 MB | NPU
93
+ | CavaFace | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.157 ms | 0 - 2 MB | NPU
94
+ | CavaFace | TFLITE | float | Qualcomm® SA8775P | 6.782 ms | 0 - 100 MB | NPU
95
+ | CavaFace | TFLITE | float | Qualcomm® SA8650P | 6.782 ms | 0 - 100 MB | NPU
96
+ | CavaFace | TFLITE | float | Qualcomm® SA8255P | 6.782 ms | 0 - 100 MB | NPU
97
+ | CavaFace | TFLITE | float | Qualcomm® QCS8450 | 7.028 ms | 0 - 328 MB | NPU
98
+ | CavaFace | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 6.601 ms | 0 - 129 MB | NPU
99
+ | CavaFace | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 2.588 ms | 0 - 104 MB | NPU
100
+ | CavaFace | TFLITE | float | Qualcomm® SA7255P | 160.524 ms | 0 - 23 MB | GPU
101
+ | CavaFace | TFLITE | float | Qualcomm® SA8295P | 7.768 ms | 0 - 204 MB | NPU
 
102
 
103
  ## License
104
  * The license for the original implementation of CavaFace can be found
release_assets.json CHANGED
@@ -1,26 +1,26 @@
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/cavaface/releases/v0.63.0/cavaface-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/cavaface/releases/v0.63.0/cavaface-qnn_dlc-float.zip"
18
  },
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  "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/cavaface/releases/v0.63.0/cavaface-tflite-float.zip"
24
  }
25
  }
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  }
 
1
  {
2
+ "version": "0.64.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
6
  "onnx": {
7
  "tool_versions": {
8
  "qairt": "2.50.0.260828221209",
9
+ "onnx_runtime": "1.30.0"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cavaface/releases/v0.64.0/cavaface-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.50.0.260828221209"
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  },
17
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cavaface/releases/v0.64.0/cavaface-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/cavaface/releases/v0.64.0/cavaface-tflite-float.zip"
24
  }
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  }
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  }