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WeDetect

Object Detection
PyTorch
real_time
android
Model card Files
xet
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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.

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  1. README.md +105 -117
README.md CHANGED
@@ -15,18 +15,18 @@ pipeline_tag: object-detection
15
  WeDetect is a text-conditioned object detection model that uses a prompt-then-detect strategy. Text class names are reparameterized into the model weights before export, producing a fixed-vocabulary detector that runs efficiently on-device. The model uses LTRB (Left-Top-Right-Bottom) regression with multi-scale feature maps at strides 8, 16, and 32.
16
 
17
  This is based on the implementation of WeDetect found [here](https://github.com/WeChatCV/WeDetect).
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/wedetect) 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
 
22
  ## Getting Started
23
  Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
24
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/wedetect) Python library to compile and export the model with your own:
25
  - Custom weights (e.g., fine-tuned checkpoints)
26
  - Custom input shapes
27
  - Target device and runtime configurations
28
 
29
- See our repository for [WeDetect on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/wedetect) for usage instructions.
30
 
31
 
32
  ## Model Details
@@ -46,132 +46,120 @@ See our repository for [WeDetect on GitHub](https://github.com/qualcomm/ai-hub-m
46
  ## Performance Summary
47
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
48
  |---|---|---|---|---|---|---
49
- | detector | ONNX | float | Snapdragon® X2 Elite | 10.367 ms | 5 - 5 MB | NPU
50
- | detector | ONNX | float | Snapdragon® X Elite | 21.464 ms | 71 - 71 MB | NPU
51
- | detector | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 15.79 ms | 0 - 330 MB | NPU
52
- | detector | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 82.002 ms | 2 - 328 MB | NPU
53
- | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 35.024 ms | 5 - 13 MB | NPU
54
- | detector | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 20.741 ms | 0 - 77 MB | NPU
55
- | detector | ONNX | float | Qualcomm® QCS8450 | 82.002 ms | 2 - 328 MB | NPU
56
- | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 31.729 ms | 5 - 12 MB | NPU
57
- | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 21.464 ms | 71 - 71 MB | NPU
58
- | detector | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 11.277 ms | 1 - 257 MB | NPU
59
- | detector | ONNX | float | Snapdragon® 8 Elite Mobile | 11.277 ms | 1 - 257 MB | NPU
60
- | detector | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.205 ms | 3 - 262 MB | NPU
61
- | detector | ONNX | mixed_with_float | Snapdragon® X2 Elite | 10.675 ms | 9 - 9 MB | NPU
62
- | detector | ONNX | mixed_with_float | Snapdragon® X Elite | 16.604 ms | 35 - 35 MB | NPU
63
- | detector | ONNX | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 11.325 ms | 2 - 362 MB | NPU
64
- | detector | ONNX | mixed_with_float | Snapdragon® 8 Gen 1 Mobile | 25.246 ms | 1 - 363 MB | NPU
65
- | detector | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-8275 | 15.636 ms | 6 - 14 MB | NPU
66
- | detector | ONNX | mixed_with_float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 16.036 ms | 0 - 44 MB | NPU
67
- | detector | ONNX | mixed_with_float | Qualcomm® QCS8450 | 25.246 ms | 1 - 363 MB | NPU
68
- | detector | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-9075 | 15.612 ms | 8 - 15 MB | NPU
69
- | detector | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-X7181 | 16.604 ms | 35 - 35 MB | NPU
70
- | detector | ONNX | mixed_with_float | Qualcomm® Dragonwing™ Q-8750 | 11.259 ms | 7 - 315 MB | NPU
71
- | detector | ONNX | mixed_with_float | Snapdragon® 8 Elite Mobile | 11.259 ms | 7 - 315 MB | NPU
72
- | detector | ONNX | mixed_with_float | Snapdragon® 8 Elite Gen 5 Mobile | 9.54 ms | 5 - 316 MB | NPU
73
- | detector | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 15.312 ms | 0 - 360 MB | NPU
74
- | detector | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 81.626 ms | 5 - 375 MB | NPU
75
- | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 34.712 ms | 5 - 12 MB | NPU
76
- | detector | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 20.06 ms | 5 - 8 MB | NPU
77
- | detector | QNN_DLC | float | Qualcomm® SA8775P | 30.339 ms | 3 - 297 MB | NPU
 
78
  | detector | QNN_DLC | float | Qualcomm® SA8650P | 30.339 ms | 3 - 297 MB | NPU
79
  | detector | QNN_DLC | float | Qualcomm® SA8255P | 30.339 ms | 3 - 297 MB | NPU
80
- | detector | QNN_DLC | float | Qualcomm® QCS8450 | 81.626 ms | 5 - 375 MB | NPU
81
- | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 30.823 ms | 5 - 11 MB | NPU
82
- | detector | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 10.974 ms | 5 - 275 MB | NPU
83
- | detector | QNN_DLC | float | Qualcomm® SA7255P | 116.277 ms | 1 - 292 MB | NPU
84
- | detector | QNN_DLC | float | Qualcomm® SA8295P | 86.746 ms | 0 - 284 MB | NPU
85
- | detector | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 10.974 ms | 5 - 275 MB | NPU
86
- | detector | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.0 ms | 5 - 286 MB | NPU
87
- | detector | QNN_DLC | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 13.038 ms | 0 - 358 MB | NPU
88
- | detector | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-8275 | 18.202 ms | 5 - 12 MB | NPU
89
- | detector | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 18.075 ms | 5 - 38 MB | NPU
90
- | detector | QNN_DLC | mixed_with_float | Qualcomm® SA8775P | 18.211 ms | 1 - 307 MB | NPU
91
  | detector | QNN_DLC | mixed_with_float | Qualcomm® SA8650P | 18.211 ms | 1 - 307 MB | NPU
92
  | detector | QNN_DLC | mixed_with_float | Qualcomm® SA8255P | 18.211 ms | 1 - 307 MB | NPU
93
- | detector | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-9075 | 18.709 ms | 7 - 13 MB | NPU
94
- | detector | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ Q-8750 | 10.951 ms | 0 - 304 MB | NPU
95
- | detector | QNN_DLC | mixed_with_float | Qualcomm® SA7255P | 43.579 ms | 1 - 306 MB | NPU
96
- | detector | QNN_DLC | mixed_with_float | Snapdragon® 8 Elite Mobile | 10.951 ms | 0 - 304 MB | NPU
97
- | detector | QNN_DLC | mixed_with_float | Snapdragon® 8 Elite Gen 5 Mobile | 8.061 ms | 5 - 325 MB | NPU
98
- | detector | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 16.101 ms | 0 - 345 MB | NPU
99
- | detector | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 95.008 ms | 0 - 335 MB | NPU
100
- | detector | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 35.407 ms | 0 - 83 MB | NPU
101
- | detector | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 21.346 ms | 0 - 7 MB | NPU
102
- | detector | TFLITE | float | Qualcomm® SA8775P | 31.601 ms | 0 - 267 MB | NPU
103
  | detector | TFLITE | float | Qualcomm® SA8650P | 31.601 ms | 0 - 267 MB | NPU
104
  | detector | TFLITE | float | Qualcomm® SA8255P | 31.601 ms | 0 - 267 MB | NPU
105
- | detector | TFLITE | float | Qualcomm® QCS8450 | 95.008 ms | 0 - 335 MB | NPU
106
- | detector | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 31.973 ms | 0 - 83 MB | NPU
107
- | detector | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 11.789 ms | 0 - 267 MB | NPU
108
- | detector | TFLITE | float | Qualcomm® SA7255P | 117.88 ms | 1 - 266 MB | NPU
109
- | detector | TFLITE | float | Qualcomm® SA8295P | 83.175 ms | 0 - 267 MB | NPU
110
- | detector | TFLITE | float | Snapdragon® 8 Elite Mobile | 11.789 ms | 0 - 267 MB | NPU
111
- | detector | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.865 ms | 0 - 274 MB | NPU
112
- | text_encoder | ONNX | float | Snapdragon® X2 Elite | 42.429 ms | 1 - 1 MB | NPU
113
- | text_encoder | ONNX | float | Snapdragon® X Elite | 97.256 ms | 550 - 550 MB | NPU
114
- | text_encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 65.073 ms | 1 - 2267 MB | NPU
115
- | text_encoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 147.311 ms | 1 - 1860 MB | NPU
116
- | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 102.652 ms | 1 - 4 MB | NPU
117
- | text_encoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 93.386 ms | 0 - 644 MB | NPU
118
- | text_encoder | ONNX | float | Qualcomm® QCS8450 | 147.311 ms | 1 - 1860 MB | NPU
119
- | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 99.381 ms | 1 - 3 MB | NPU
120
- | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 97.256 ms | 550 - 550 MB | NPU
121
- | text_encoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 46.947 ms | 1 - 2019 MB | NPU
122
- | text_encoder | ONNX | float | Snapdragon® 8 Elite Mobile | 46.947 ms | 1 - 2019 MB | NPU
123
- | text_encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 39.926 ms | 1 - 2263 MB | NPU
124
- | text_encoder | ONNX | mixed_with_float | Snapdragon® X2 Elite | 42.58 ms | 1 - 1 MB | NPU
125
- | text_encoder | ONNX | mixed_with_float | Snapdragon® X Elite | 97.108 ms | 551 - 551 MB | NPU
126
- | text_encoder | ONNX | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 65.184 ms | 1 - 2267 MB | NPU
127
- | text_encoder | ONNX | mixed_with_float | Snapdragon® 8 Gen 1 Mobile | 146.093 ms | 2 - 1862 MB | NPU
128
- | text_encoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-8275 | 102.648 ms | 1 - 4 MB | NPU
129
- | text_encoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 97.242 ms | 0 - 643 MB | NPU
130
- | text_encoder | ONNX | mixed_with_float | Qualcomm® QCS8450 | 146.093 ms | 2 - 1862 MB | NPU
131
- | text_encoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-9075 | 99.413 ms | 1 - 3 MB | NPU
132
- | text_encoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-X7181 | 97.108 ms | 551 - 551 MB | NPU
133
- | text_encoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ Q-8750 | 47.98 ms | 1 - 2019 MB | NPU
134
- | text_encoder | ONNX | mixed_with_float | Snapdragon® 8 Elite Mobile | 47.98 ms | 1 - 2019 MB | NPU
135
- | text_encoder | ONNX | mixed_with_float | Snapdragon® 8 Elite Gen 5 Mobile | 40.545 ms | 1 - 2263 MB | NPU
136
- | text_encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 58.729 ms | 0 - 2446 MB | NPU
137
- | text_encoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 139.283 ms | 0 - 3011 MB | NPU
138
- | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 95.311 ms | 0 - 3 MB | NPU
139
- | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 82.142 ms | 0 - 2 MB | NPU
140
- | text_encoder | QNN_DLC | float | Qualcomm® SA8775P | 95.659 ms | 1 - 2019 MB | NPU
141
  | text_encoder | QNN_DLC | float | Qualcomm® SA8650P | 95.659 ms | 1 - 2019 MB | NPU
142
  | text_encoder | QNN_DLC | float | Qualcomm® SA8255P | 95.659 ms | 1 - 2019 MB | NPU
143
- | text_encoder | QNN_DLC | float | Qualcomm® QCS8450 | 139.283 ms | 0 - 3011 MB | NPU
144
- | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 93.468 ms | 0 - 2 MB | NPU
145
- | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 45.558 ms | 0 - 1973 MB | NPU
146
- | text_encoder | QNN_DLC | float | Qualcomm® SA7255P | 260.988 ms | 1 - 2035 MB | NPU
147
- | text_encoder | QNN_DLC | float | Qualcomm® SA8295P | 107.374 ms | 1 - 1903 MB | NPU
148
- | text_encoder | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 45.558 ms | 0 - 1973 MB | NPU
149
- | text_encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 34.533 ms | 0 - 1983 MB | NPU
150
- | text_encoder | QNN_DLC | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 62.166 ms | 0 - 2447 MB | NPU
151
- | text_encoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-8275 | 95.04 ms | 0 - 3 MB | NPU
152
- | text_encoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 85.167 ms | 0 - 520 MB | NPU
153
- | text_encoder | QNN_DLC | mixed_with_float | Qualcomm® SA8775P | 95.579 ms | 1 - 2019 MB | NPU
154
  | text_encoder | QNN_DLC | mixed_with_float | Qualcomm® SA8650P | 95.579 ms | 1 - 2019 MB | NPU
155
  | text_encoder | QNN_DLC | mixed_with_float | Qualcomm® SA8255P | 95.579 ms | 1 - 2019 MB | NPU
156
- | text_encoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-9075 | 93.403 ms | 0 - 2 MB | NPU
157
- | text_encoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ Q-8750 | 46.559 ms | 0 - 1974 MB | NPU
158
- | text_encoder | QNN_DLC | mixed_with_float | Qualcomm® SA7255P | 261.126 ms | 1 - 2036 MB | NPU
159
- | text_encoder | QNN_DLC | mixed_with_float | Snapdragon® 8 Elite Mobile | 46.559 ms | 0 - 1974 MB | NPU
160
- | text_encoder | QNN_DLC | mixed_with_float | Snapdragon® 8 Elite Gen 5 Mobile | 34.501 ms | 0 - 1982 MB | NPU
161
- | text_encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 73.275 ms | 1 - 3679 MB | NPU
162
- | text_encoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 164.282 ms | 1 - 3564 MB | NPU
163
- | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 109.282 ms | 0 - 553 MB | NPU
164
- | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 99.84 ms | 1 - 4 MB | NPU
165
- | text_encoder | TFLITE | float | Qualcomm® SA8775P | 111.23 ms | 1 - 2145 MB | NPU
166
  | text_encoder | TFLITE | float | Qualcomm® SA8650P | 111.23 ms | 1 - 2145 MB | NPU
167
  | text_encoder | TFLITE | float | Qualcomm® SA8255P | 111.23 ms | 1 - 2145 MB | NPU
168
- | text_encoder | TFLITE | float | Qualcomm® QCS8450 | 164.282 ms | 1 - 3564 MB | NPU
169
- | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 109.035 ms | 0 - 552 MB | NPU
170
- | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 55.152 ms | 0 - 2074 MB | NPU
171
- | text_encoder | TFLITE | float | Qualcomm® SA7255P | 289.63 ms | 1 - 2145 MB | NPU
172
- | text_encoder | TFLITE | float | Qualcomm® SA8295P | 112.884 ms | 1 - 2099 MB | NPU
173
- | text_encoder | TFLITE | float | Snapdragon® 8 Elite Mobile | 55.152 ms | 0 - 2074 MB | NPU
174
- | text_encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 41.404 ms | 0 - 2220 MB | NPU
175
 
176
  ## License
177
  * The license for the original implementation of WeDetect can be found
 
15
  WeDetect is a text-conditioned object detection model that uses a prompt-then-detect strategy. Text class names are reparameterized into the model weights before export, producing a fixed-vocabulary detector that runs efficiently on-device. The model uses LTRB (Left-Top-Right-Bottom) regression with multi-scale feature maps at strides 8, 16, and 32.
16
 
17
  This is based on the implementation of WeDetect found [here](https://github.com/WeChatCV/WeDetect).
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/wedetect) 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
 
22
  ## Getting Started
23
  Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
24
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/wedetect) Python library to compile and export the model with your own:
25
  - Custom weights (e.g., fine-tuned checkpoints)
26
  - Custom input shapes
27
  - Target device and runtime configurations
28
 
29
+ See our repository for [WeDetect on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/wedetect) for usage instructions.
30
 
31
 
32
  ## Model Details
 
46
  ## Performance Summary
47
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
48
  |---|---|---|---|---|---|---
49
+ | detector | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 9.235 ms | 1 - 244 MB | NPU
50
+ | detector | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 11.53 ms | 1 - 240 MB | NPU
51
+ | detector | ONNX | float | Snapdragon® X2 Elite | 11.417 ms | 5 - 5 MB | NPU
52
+ | detector | ONNX | float | Snapdragon® X Elite | 21.053 ms | 71 - 71 MB | NPU
53
+ | detector | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 15.889 ms | 0 - 319 MB | NPU
54
+ | detector | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 76.841 ms | 1 - 318 MB | NPU
55
+ | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 34.96 ms | 5 - 14 MB | NPU
56
+ | detector | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 20.334 ms | 0 - 77 MB | NPU
57
+ | detector | ONNX | float | Qualcomm® QCS8450 | 76.841 ms | 1 - 318 MB | NPU
58
+ | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 30.936 ms | 5 - 13 MB | NPU
59
+ | detector | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 21.053 ms | 71 - 71 MB | NPU
60
+ | detector | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 11.53 ms | 1 - 240 MB | NPU
61
+ | detector | ONNX | mixed_with_float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 7.682 ms | 4 - 283 MB | NPU
62
+ | detector | ONNX | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 9.35 ms | 7 - 281 MB | NPU
63
+ | detector | ONNX | mixed_with_float | Snapdragon® X2 Elite | 7.438 ms | 9 - 9 MB | NPU
64
+ | detector | ONNX | mixed_with_float | Snapdragon® X Elite | 16.328 ms | 34 - 34 MB | NPU
65
+ | detector | ONNX | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 11.155 ms | 12 - 367 MB | NPU
66
+ | detector | ONNX | mixed_with_float | Snapdragon® 8 Gen 1 Mobile | 24.199 ms | 11 - 367 MB | NPU
67
+ | detector | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-8275 | 15.51 ms | 6 - 15 MB | NPU
68
+ | detector | ONNX | mixed_with_float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 15.839 ms | 0 - 38 MB | NPU
69
+ | detector | ONNX | mixed_with_float | Qualcomm® QCS8450 | 24.199 ms | 11 - 367 MB | NPU
70
+ | detector | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-9075 | 15.669 ms | 6 - 14 MB | NPU
71
+ | detector | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-X7181 | 16.328 ms | 34 - 34 MB | NPU
72
+ | detector | ONNX | mixed_with_float | Qualcomm® Dragonwing™ Q-8750 | 9.35 ms | 7 - 281 MB | NPU
73
+ | detector | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 8.071 ms | 5 - 255 MB | NPU
74
+ | detector | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 11.174 ms | 0 - 248 MB | NPU
75
+ | detector | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 15.635 ms | 3 - 327 MB | NPU
76
+ | detector | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 76.316 ms | 4 - 321 MB | NPU
77
+ | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 34.697 ms | 5 - 13 MB | NPU
78
+ | detector | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 19.67 ms | 5 - 7 MB | NPU
79
  | detector | QNN_DLC | float | Qualcomm® SA8650P | 30.339 ms | 3 - 297 MB | NPU
80
  | detector | QNN_DLC | float | Qualcomm® SA8255P | 30.339 ms | 3 - 297 MB | NPU
81
+ | detector | QNN_DLC | float | Qualcomm® QCS8450 | 76.316 ms | 4 - 321 MB | NPU
82
+ | detector | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 31.478 ms | 5 - 12 MB | NPU
83
+ | detector | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 11.174 ms | 0 - 248 MB | NPU
84
+ | detector | QNN_DLC | float | Qualcomm® SA8295P | 55.874 ms | 0 - 246 MB | NPU
85
+ | detector | QNN_DLC | mixed_with_float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 7.237 ms | 5 - 271 MB | NPU
86
+ | detector | QNN_DLC | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 9.124 ms | 0 - 260 MB | NPU
87
+ | detector | QNN_DLC | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 10.734 ms | 5 - 346 MB | NPU
88
+ | detector | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-8275 | 15.191 ms | 5 - 13 MB | NPU
89
+ | detector | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 15.285 ms | 5 - 11 MB | NPU
 
 
90
  | detector | QNN_DLC | mixed_with_float | Qualcomm® SA8650P | 18.211 ms | 1 - 307 MB | NPU
91
  | detector | QNN_DLC | mixed_with_float | Qualcomm® SA8255P | 18.211 ms | 1 - 307 MB | NPU
92
+ | detector | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-9075 | 15.97 ms | 7 - 14 MB | NPU
93
+ | detector | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ Q-8750 | 9.124 ms | 0 - 260 MB | NPU
94
+ | detector | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 9.305 ms | 0 - 256 MB | NPU
95
+ | detector | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 11.593 ms | 0 - 251 MB | NPU
96
+ | detector | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 16.661 ms | 0 - 335 MB | NPU
97
+ | detector | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 76.469 ms | 1 - 335 MB | NPU
98
+ | detector | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 36.514 ms | 0 - 84 MB | NPU
99
+ | detector | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 20.687 ms | 0 - 8 MB | NPU
 
 
100
  | detector | TFLITE | float | Qualcomm® SA8650P | 31.601 ms | 0 - 267 MB | NPU
101
  | detector | TFLITE | float | Qualcomm® SA8255P | 31.601 ms | 0 - 267 MB | NPU
102
+ | detector | TFLITE | float | Qualcomm® QCS8450 | 76.469 ms | 1 - 335 MB | NPU
103
+ | detector | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 30.763 ms | 0 - 83 MB | NPU
104
+ | detector | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 11.593 ms | 0 - 251 MB | NPU
105
+ | detector | TFLITE | float | Qualcomm® SA8295P | 57.059 ms | 0 - 254 MB | NPU
106
+ | text_encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 31.029 ms | 1 - 2176 MB | NPU
107
+ | text_encoder | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 44.924 ms | 1 - 1981 MB | NPU
108
+ | text_encoder | ONNX | float | Snapdragon® X2 Elite | 33.125 ms | 1 - 1 MB | NPU
109
+ | text_encoder | ONNX | float | Snapdragon® X Elite | 83.669 ms | 551 - 551 MB | NPU
110
+ | text_encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 60.151 ms | 1 - 3626 MB | NPU
111
+ | text_encoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 110.729 ms | 2 - 1814 MB | NPU
112
+ | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 92.427 ms | 0 - 4 MB | NPU
113
+ | text_encoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 80.593 ms | 0 - 644 MB | NPU
114
+ | text_encoder | ONNX | float | Qualcomm® QCS8450 | 110.729 ms | 2 - 1814 MB | NPU
115
+ | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 90.841 ms | 1 - 4 MB | NPU
116
+ | text_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 83.669 ms | 551 - 551 MB | NPU
117
+ | text_encoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 44.924 ms | 1 - 1981 MB | NPU
118
+ | text_encoder | ONNX | mixed_with_float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 31.158 ms | 1 - 2175 MB | NPU
119
+ | text_encoder | ONNX | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 44.333 ms | 1 - 1980 MB | NPU
120
+ | text_encoder | ONNX | mixed_with_float | Snapdragon® X2 Elite | 33.202 ms | 1 - 1 MB | NPU
121
+ | text_encoder | ONNX | mixed_with_float | Snapdragon® X Elite | 83.512 ms | 550 - 550 MB | NPU
122
+ | text_encoder | ONNX | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 60.158 ms | 1 - 3626 MB | NPU
123
+ | text_encoder | ONNX | mixed_with_float | Snapdragon® 8 Gen 1 Mobile | 111.209 ms | 2 - 1816 MB | NPU
124
+ | text_encoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-8275 | 92.349 ms | 0 - 4 MB | NPU
125
+ | text_encoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 80.847 ms | 0 - 644 MB | NPU
126
+ | text_encoder | ONNX | mixed_with_float | Qualcomm® QCS8450 | 111.209 ms | 2 - 1816 MB | NPU
127
+ | text_encoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-9075 | 90.752 ms | 1 - 4 MB | NPU
128
+ | text_encoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ IQ-X7181 | 83.512 ms | 550 - 550 MB | NPU
129
+ | text_encoder | ONNX | mixed_with_float | Qualcomm® Dragonwing™ Q-8750 | 44.333 ms | 1 - 1980 MB | NPU
130
+ | text_encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 30.549 ms | 0 - 1923 MB | NPU
131
+ | text_encoder | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 43.419 ms | 0 - 2052 MB | NPU
132
+ | text_encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 55.821 ms | 0 - 2293 MB | NPU
133
+ | text_encoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 106.955 ms | 0 - 1823 MB | NPU
134
+ | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 89.81 ms | 0 - 3 MB | NPU
135
+ | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 77.06 ms | 0 - 2 MB | NPU
 
 
136
  | text_encoder | QNN_DLC | float | Qualcomm® SA8650P | 95.659 ms | 1 - 2019 MB | NPU
137
  | text_encoder | QNN_DLC | float | Qualcomm® SA8255P | 95.659 ms | 1 - 2019 MB | NPU
138
+ | text_encoder | QNN_DLC | float | Qualcomm® QCS8450 | 106.955 ms | 0 - 1823 MB | NPU
139
+ | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 86.62 ms | 0 - 2 MB | NPU
140
+ | text_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 43.419 ms | 0 - 2052 MB | NPU
141
+ | text_encoder | QNN_DLC | float | Qualcomm® SA8295P | 102.822 ms | 0 - 1699 MB | NPU
142
+ | text_encoder | QNN_DLC | mixed_with_float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 30.66 ms | 0 - 1922 MB | NPU
143
+ | text_encoder | QNN_DLC | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 43.864 ms | 0 - 2050 MB | NPU
144
+ | text_encoder | QNN_DLC | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 58.135 ms | 9 - 2303 MB | NPU
145
+ | text_encoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-8275 | 90.055 ms | 0 - 3 MB | NPU
146
+ | text_encoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 77.593 ms | 0 - 3 MB | NPU
 
 
147
  | text_encoder | QNN_DLC | mixed_with_float | Qualcomm® SA8650P | 95.579 ms | 1 - 2019 MB | NPU
148
  | text_encoder | QNN_DLC | mixed_with_float | Qualcomm® SA8255P | 95.579 ms | 1 - 2019 MB | NPU
149
+ | text_encoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ IQ-9075 | 87.716 ms | 2 - 4 MB | NPU
150
+ | text_encoder | QNN_DLC | mixed_with_float | Qualcomm® Dragonwing™ Q-8750 | 43.864 ms | 0 - 2050 MB | NPU
151
+ | text_encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 33.01 ms | 0 - 1764 MB | NPU
152
+ | text_encoder | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 50.301 ms | 0 - 1731 MB | NPU
153
+ | text_encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 63.551 ms | 0 - 1978 MB | NPU
154
+ | text_encoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 112.967 ms | 1 - 1865 MB | NPU
155
+ | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 95.653 ms | 0 - 553 MB | NPU
156
+ | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 84.951 ms | 0 - 4 MB | NPU
 
 
157
  | text_encoder | TFLITE | float | Qualcomm® SA8650P | 111.23 ms | 1 - 2145 MB | NPU
158
  | text_encoder | TFLITE | float | Qualcomm® SA8255P | 111.23 ms | 1 - 2145 MB | NPU
159
+ | text_encoder | TFLITE | float | Qualcomm® QCS8450 | 112.967 ms | 1 - 1865 MB | NPU
160
+ | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 93.836 ms | 0 - 552 MB | NPU
161
+ | text_encoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 50.301 ms | 0 - 1731 MB | NPU
162
+ | text_encoder | TFLITE | float | Qualcomm® SA8295P | 111.099 ms | 1 - 1736 MB | NPU
 
 
 
163
 
164
  ## License
165
  * The license for the original implementation of WeDetect can be found