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YOLOv11-Detection

Object Detection
PyTorch
real_time
android
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v0.58.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.58.0 for changelog.

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  1. README.md +104 -98
README.md CHANGED
@@ -15,18 +15,18 @@ pipeline_tag: object-detection
15
  Ultralytics YOLOv11 is a machine learning model that predicts bounding boxes and classes of objects in an image.
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  This is based on the implementation of YOLOv11-Detection found [here](https://github.com/ultralytics/ultralytics/tree/main/ultralytics/models/yolo/detect).
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/v0.57.3/src/qai_hub_models/models/yolov11_det) 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/v0.57.3/src/qai_hub_models/models/yolov11_det) 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 [YOLOv11-Detection on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.57.3/src/qai_hub_models/models/yolov11_det) for usage instructions.
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31
 
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  ## Model Details
@@ -44,101 +44,107 @@ See our repository for [YOLOv11-Detection on GitHub](https://github.com/qualcomm
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
46
  |---|---|---|---|---|---|---
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- | YOLOv11-Detection | ONNX | float | Snapdragon® X2 Elite | 3.303 ms | 181 - 181 MB | NPU
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- | YOLOv11-Detection | ONNX | float | Snapdragon® X Elite | 6.909 ms | 156 - 156 MB | NPU
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- | YOLOv11-Detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.49 ms | 2 - 211 MB | NPU
50
- | YOLOv11-Detection | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 11.85 ms | 5 - 198 MB | NPU
51
- | YOLOv11-Detection | ONNX | float | Qualcomm® QCS8550 (Proxy) | 7.17 ms | 5 - 8 MB | NPU
52
- | YOLOv11-Detection | ONNX | float | Qualcomm® QCS8450 | 11.85 ms | 5 - 198 MB | NPU
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- | YOLOv11-Detection | ONNX | float | Snapdragon® 8 Elite Mobile | 4.358 ms | 1 - 197 MB | NPU
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- | YOLOv11-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.97 ms | 0 - 217 MB | NPU
55
- | YOLOv11-Detection | ONNX | float | Qualcomm® QCS9075 | 7.445 ms | 2 - 50 MB | NPU
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- | YOLOv11-Detection | ONNX | float | Qualcomm® QCS8750 | 4.358 ms | 1 - 197 MB | NPU
57
- | YOLOv11-Detection | ONNX | float | Qualcomm® QCS7181 | 6.909 ms | 156 - 156 MB | NPU
58
- | YOLOv11-Detection | ONNX | w8a16 | Snapdragon® X2 Elite | 2.402 ms | 211 - 211 MB | NPU
59
- | YOLOv11-Detection | ONNX | w8a16 | Snapdragon® X Elite | 5.603 ms | 178 - 178 MB | NPU
60
- | YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.337 ms | 0 - 209 MB | NPU
61
- | YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 8.906 ms | 0 - 209 MB | NPU
62
- | YOLOv11-Detection | ONNX | w8a16 | Qualcomm® QCS6490 | 13.077 ms | 1 - 48 MB | NPU
63
- | YOLOv11-Detection | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 5.404 ms | 2 - 6 MB | NPU
64
- | YOLOv11-Detection | ONNX | w8a16 | Qualcomm® QCS8450 | 8.906 ms | 0 - 209 MB | NPU
65
- | YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.263 ms | 0 - 78 MB | NPU
66
- | YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.493 ms | 0 - 80 MB | NPU
67
- | YOLOv11-Detection | ONNX | w8a16 | Qualcomm® QCS9075 | 6.332 ms | 1 - 48 MB | NPU
68
- | YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 9.214 ms | 3 - 198 MB | NPU
69
- | YOLOv11-Detection | ONNX | w8a16 | Qualcomm® QCM6690 | 24.554 ms | 3 - 194 MB | NPU
70
- | YOLOv11-Detection | ONNX | w8a16 | Qualcomm® QCS7790 | 9.214 ms | 3 - 198 MB | NPU
71
- | YOLOv11-Detection | ONNX | w8a16 | Qualcomm® QCS8750 | 2.493 ms | 0 - 80 MB | NPU
72
- | YOLOv11-Detection | ONNX | w8a16 | Qualcomm® QCS7181 | 5.603 ms | 178 - 178 MB | NPU
73
- | YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® X2 Elite | 10.735 ms | 210 - 210 MB | NPU
74
- | YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® X Elite | 15.827 ms | 179 - 179 MB | NPU
75
- | YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 10.481 ms | 5 - 365 MB | NPU
76
- | YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 15.474 ms | 0 - 10 MB | NPU
77
- | YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite Mobile | 8.631 ms | 2 - 362 MB | NPU
78
- | YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 9.081 ms | 2 - 372 MB | NPU
79
- | YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® QCS9075 | 20.267 ms | 0 - 48 MB | NPU
80
- | YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® QCS8750 | 8.631 ms | 2 - 362 MB | NPU
81
- | YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® QCS7181 | 15.827 ms | 179 - 179 MB | NPU
82
- | YOLOv11-Detection | QNN_DLC | float | Snapdragon® X2 Elite | 2.58 ms | 5 - 5 MB | NPU
83
- | YOLOv11-Detection | QNN_DLC | float | Snapdragon® X Elite | 4.458 ms | 5 - 5 MB | NPU
84
- | YOLOv11-Detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.959 ms | 5 - 215 MB | NPU
85
- | YOLOv11-Detection | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 8.536 ms | 3 - 199 MB | NPU
86
- | YOLOv11-Detection | QNN_DLC | float | Qualcomm® QCS8275 | 12.919 ms | 1 - 185 MB | NPU
87
- | YOLOv11-Detection | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 4.079 ms | 5 - 107 MB | NPU
88
- | YOLOv11-Detection | QNN_DLC | float | Qualcomm® QCS8450 | 8.536 ms | 3 - 199 MB | NPU
89
- | YOLOv11-Detection | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 2.313 ms | 5 - 190 MB | NPU
90
- | YOLOv11-Detection | QNN_DLC | float | Qualcomm® SA7255P | 12.919 ms | 1 - 185 MB | NPU
91
- | YOLOv11-Detection | QNN_DLC | float | Qualcomm® SA8295P | 8.802 ms | 0 - 167 MB | NPU
92
- | YOLOv11-Detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.957 ms | 4 - 201 MB | NPU
93
- | YOLOv11-Detection | QNN_DLC | float | Qualcomm® QCS9075 | 5.027 ms | 5 - 11 MB | NPU
94
- | YOLOv11-Detection | QNN_DLC | float | Qualcomm® QCS8750 | 2.313 ms | 5 - 190 MB | NPU
95
- | YOLOv11-Detection | QNN_DLC | float | Qualcomm® QCS7181 | 4.458 ms | 5 - 5 MB | NPU
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- | YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.286 ms | 2 - 2 MB | NPU
97
- | YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 4.618 ms | 2 - 2 MB | NPU
98
- | YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.86 ms | 2 - 200 MB | NPU
99
- | YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 7.825 ms | 1 - 174 MB | NPU
100
- | YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 4.204 ms | 2 - 4 MB | NPU
101
- | YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.739 ms | 2 - 186 MB | NPU
102
- | YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 1.92 ms | 2 - 178 MB | NPU
103
- | YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 4.779 ms | 4 - 8 MB | NPU
104
- | YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 4.506 ms | 2 - 183 MB | NPU
105
- | YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 18.818 ms | 2 - 180 MB | NPU
106
- | YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 7.825 ms | 1 - 174 MB | NPU
107
- | YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® QCS7790 | 4.506 ms | 2 - 183 MB | NPU
108
- | YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8750 | 1.92 ms | 2 - 178 MB | NPU
109
- | YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® QCS7181 | 4.618 ms | 2 - 2 MB | NPU
110
- | YOLOv11-Detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.702 ms | 0 - 108 MB | NPU
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- | YOLOv11-Detection | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 7.282 ms | 0 - 84 MB | NPU
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- | YOLOv11-Detection | TFLITE | float | Qualcomm® QCS8275 | 12.416 ms | 0 - 79 MB | NPU
113
- | YOLOv11-Detection | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 3.767 ms | 0 - 5 MB | NPU
114
- | YOLOv11-Detection | TFLITE | float | Qualcomm® SA8775P | 19.242 ms | 3 - 34 MB | GPU
115
- | YOLOv11-Detection | TFLITE | float | Qualcomm® SA8650P | 19.242 ms | 3 - 34 MB | GPU
116
- | YOLOv11-Detection | TFLITE | float | Qualcomm® SA8255P | 19.242 ms | 3 - 34 MB | GPU
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- | YOLOv11-Detection | TFLITE | float | Qualcomm® QCS8450 | 7.282 ms | 0 - 84 MB | NPU
118
- | YOLOv11-Detection | TFLITE | float | Snapdragon® 8 Elite Mobile | 2.017 ms | 0 - 79 MB | NPU
119
- | YOLOv11-Detection | TFLITE | float | Qualcomm® SA7255P | 12.416 ms | 0 - 79 MB | NPU
120
- | YOLOv11-Detection | TFLITE | float | Qualcomm® SA8295P | 8.103 ms | 0 - 54 MB | NPU
121
- | YOLOv11-Detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.644 ms | 0 - 82 MB | NPU
122
- | YOLOv11-Detection | TFLITE | float | Qualcomm® QCS9075 | 4.768 ms | 0 - 13 MB | NPU
123
- | YOLOv11-Detection | TFLITE | float | Qualcomm® QCS8750 | 2.017 ms | 0 - 79 MB | NPU
124
- | YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.098 ms | 0 - 52 MB | NPU
125
- | YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.905 ms | 0 - 58 MB | NPU
126
- | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCS6490 | 4.056 ms | 0 - 6 MB | NPU
127
- | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCS8275 | 3.373 ms | 0 - 39 MB | NPU
128
- | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.65 ms | 0 - 74 MB | NPU
129
- | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA8775P | 22.35 ms | 8 - 40 MB | GPU
130
- | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA8650P | 22.35 ms | 8 - 40 MB | GPU
131
- | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA8255P | 22.35 ms | 8 - 40 MB | GPU
132
- | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.905 ms | 0 - 58 MB | NPU
133
- | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCS9075 | 1.994 ms | 0 - 6 MB | NPU
134
- | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA7255P | 3.373 ms | 0 - 39 MB | NPU
135
- | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCM6690 | 7.592 ms | 0 - 165 MB | NPU
136
- | YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.691 ms | 0 - 154 MB | NPU
137
- | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA8295P | 2.462 ms | 0 - 37 MB | NPU
138
- | YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.729 ms | 0 - 41 MB | NPU
139
- | YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.808 ms | 0 - 44 MB | NPU
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- | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCS7790 | 1.691 ms | 0 - 154 MB | NPU
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- | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCS8750 | 0.808 ms | 0 - 44 MB | NPU
 
 
 
 
 
 
142
 
143
  ## License
144
  * The license for the original implementation of YOLOv11-Detection can be found
 
15
  Ultralytics YOLOv11 is a machine learning model that predicts bounding boxes and classes of objects in an image.
16
 
17
  This is based on the implementation of YOLOv11-Detection found [here](https://github.com/ultralytics/ultralytics/tree/main/ultralytics/models/yolo/detect).
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/v0.58.0/src/qai_hub_models/models/yolov11_det) 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/v0.58.0/src/qai_hub_models/models/yolov11_det) 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 [YOLOv11-Detection on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/yolov11_det) for usage instructions.
30
 
31
 
32
  ## Model Details
 
44
  ## Performance Summary
45
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
46
  |---|---|---|---|---|---|---
47
+ | YOLOv11-Detection | ONNX | float | Snapdragon® X2 Elite | 3.309 ms | 5 - 5 MB | NPU
48
+ | YOLOv11-Detection | ONNX | float | Snapdragon® X Elite | 6.834 ms | 5 - 5 MB | NPU
49
+ | YOLOv11-Detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.499 ms | 5 - 226 MB | NPU
50
+ | YOLOv11-Detection | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 11.797 ms | 5 - 212 MB | NPU
51
+ | YOLOv11-Detection | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.213 ms | 5 - 114 MB | NPU
52
+ | YOLOv11-Detection | ONNX | float | Qualcomm® QCS8450 | 11.797 ms | 5 - 212 MB | NPU
53
+ | YOLOv11-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.994 ms | 1 - 219 MB | NPU
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+ | YOLOv11-Detection | ONNX | float | Snapdragon® 8 Elite Mobile | 4.354 ms | 3 - 197 MB | NPU
55
+ | YOLOv11-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 9.714 ms | 5 - 7 MB | NPU
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+ | YOLOv11-Detection | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.354 ms | 3 - 197 MB | NPU
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+ | YOLOv11-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 6.834 ms | 5 - 5 MB | NPU
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+ | YOLOv11-Detection | ONNX | w8a16 | Snapdragon® X2 Elite | 2.404 ms | 2 - 2 MB | NPU
59
+ | YOLOv11-Detection | ONNX | w8a16 | Snapdragon® X Elite | 5.642 ms | 1 - 1 MB | NPU
60
+ | YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.337 ms | 0 - 219 MB | NPU
61
+ | YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 8.876 ms | 3 - 222 MB | NPU
62
+ | YOLOv11-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 16.991 ms | 2 - 5 MB | NPU
63
+ | YOLOv11-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.364 ms | 2 - 128 MB | NPU
64
+ | YOLOv11-Detection | ONNX | w8a16 | Qualcomm® QCS8450 | 8.876 ms | 3 - 222 MB | NPU
65
+ | YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.495 ms | 0 - 81 MB | NPU
66
+ | YOLOv11-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 5.797 ms | 2 - 5 MB | NPU
67
+ | YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 9.167 ms | 3 - 198 MB | NPU
68
+ | YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.271 ms | 0 - 83 MB | NPU
69
+ | YOLOv11-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 25.1 ms | 3 - 198 MB | NPU
70
+ | YOLOv11-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 9.167 ms | 3 - 198 MB | NPU
71
+ | YOLOv11-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.495 ms | 0 - 81 MB | NPU
72
+ | YOLOv11-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 5.642 ms | 1 - 1 MB | NPU
73
+ | YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® X2 Elite | 10.78 ms | 4 - 4 MB | NPU
74
+ | YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® X Elite | 15.69 ms | 5 - 5 MB | NPU
75
+ | YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 10.479 ms | 5 - 371 MB | NPU
76
+ | YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 14.587 ms | 4 - 8 MB | NPU
77
+ | YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite Mobile | 8.627 ms | 2 - 360 MB | NPU
78
+ | YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 18.846 ms | 4 - 6 MB | NPU
79
+ | YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 9.089 ms | 2 - 375 MB | NPU
80
+ | YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 8.627 ms | 2 - 360 MB | NPU
81
+ | YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ IQ-X7181 | 15.69 ms | 5 - 5 MB | NPU
82
+ | YOLOv11-Detection | QNN_DLC | float | Snapdragon® X2 Elite | 2.545 ms | 5 - 5 MB | NPU
83
+ | YOLOv11-Detection | QNN_DLC | float | Snapdragon® X Elite | 4.566 ms | 5 - 5 MB | NPU
84
+ | YOLOv11-Detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.966 ms | 0 - 213 MB | NPU
85
+ | YOLOv11-Detection | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 8.548 ms | 5 - 199 MB | NPU
86
+ | YOLOv11-Detection | QNN_DLC | float | Qualcomm® QCS8275 | 12.904 ms | 1 - 185 MB | NPU
87
+ | YOLOv11-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.048 ms | 5 - 6 MB | NPU
88
+ | YOLOv11-Detection | QNN_DLC | float | Qualcomm® SA8775P | 5.416 ms | 0 - 181 MB | NPU
89
+ | YOLOv11-Detection | QNN_DLC | float | Qualcomm® SA8650P | 5.416 ms | 0 - 181 MB | NPU
90
+ | YOLOv11-Detection | QNN_DLC | float | Qualcomm® SA8255P | 5.416 ms | 0 - 181 MB | NPU
91
+ | YOLOv11-Detection | QNN_DLC | float | Qualcomm® QCS8450 | 8.548 ms | 5 - 199 MB | NPU
92
+ | YOLOv11-Detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.981 ms | 5 - 199 MB | NPU
93
+ | YOLOv11-Detection | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 2.318 ms | 5 - 189 MB | NPU
94
+ | YOLOv11-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 5.17 ms | 5 - 11 MB | NPU
95
+ | YOLOv11-Detection | QNN_DLC | float | Qualcomm® SA7255P | 12.904 ms | 1 - 185 MB | NPU
96
+ | YOLOv11-Detection | QNN_DLC | float | Qualcomm® SA8295P | 8.804 ms | 0 - 168 MB | NPU
97
+ | YOLOv11-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.318 ms | 5 - 189 MB | NPU
98
+ | YOLOv11-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.566 ms | 5 - 5 MB | NPU
99
+ | YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.106 ms | 2 - 2 MB | NPU
100
+ | YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 4.593 ms | 2 - 2 MB | NPU
101
+ | YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.859 ms | 2 - 199 MB | NPU
102
+ | YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 7.812 ms | 2 - 175 MB | NPU
103
+ | YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.212 ms | 2 - 4 MB | NPU
104
+ | YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.838 ms | 1 - 176 MB | NPU
105
+ | YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® SA8650P | 4.838 ms | 1 - 176 MB | NPU
106
+ | YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® SA8255P | 4.838 ms | 1 - 176 MB | NPU
107
+ | YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 1.924 ms | 0 - 175 MB | NPU
108
+ | YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 4.562 ms | 4 - 8 MB | NPU
109
+ | YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 7.812 ms | 2 - 175 MB | NPU
110
+ | YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 4.506 ms | 2 - 180 MB | NPU
111
+ | YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.744 ms | 2 - 186 MB | NPU
112
+ | YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 17.414 ms | 2 - 180 MB | NPU
113
+ | YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 4.506 ms | 2 - 180 MB | NPU
114
+ | YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 1.924 ms | 0 - 175 MB | NPU
115
+ | YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 4.593 ms | 2 - 2 MB | NPU
116
+ | YOLOv11-Detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.697 ms | 0 - 108 MB | NPU
117
+ | YOLOv11-Detection | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 7.336 ms | 0 - 85 MB | NPU
118
+ | YOLOv11-Detection | TFLITE | float | Qualcomm® QCS8275 | 12.424 ms | 0 - 79 MB | NPU
119
+ | YOLOv11-Detection | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.725 ms | 0 - 3 MB | NPU
120
+ | YOLOv11-Detection | TFLITE | float | Qualcomm® SA8775P | 5.149 ms | 0 - 85 MB | NPU
121
+ | YOLOv11-Detection | TFLITE | float | Qualcomm® SA8650P | 5.149 ms | 0 - 85 MB | NPU
122
+ | YOLOv11-Detection | TFLITE | float | Qualcomm® SA8255P | 5.149 ms | 0 - 85 MB | NPU
123
+ | YOLOv11-Detection | TFLITE | float | Qualcomm® QCS8450 | 7.336 ms | 0 - 85 MB | NPU
124
+ | YOLOv11-Detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.66 ms | 0 - 81 MB | NPU
125
+ | YOLOv11-Detection | TFLITE | float | Snapdragon® 8 Elite Mobile | 2.01 ms | 0 - 79 MB | NPU
126
+ | YOLOv11-Detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 4.884 ms | 0 - 13 MB | NPU
127
+ | YOLOv11-Detection | TFLITE | float | Qualcomm® SA7255P | 12.424 ms | 0 - 79 MB | NPU
128
+ | YOLOv11-Detection | TFLITE | float | Qualcomm® SA8295P | 8.072 ms | 0 - 54 MB | NPU
129
+ | YOLOv11-Detection | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 2.01 ms | 0 - 79 MB | NPU
130
+ | YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.1 ms | 0 - 52 MB | NPU
131
+ | YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.91 ms | 0 - 57 MB | NPU
132
+ | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4.988 ms | 0 - 6 MB | NPU
133
+ | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCS8275 | 3.413 ms | 0 - 41 MB | NPU
134
+ | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.623 ms | 0 - 32 MB | NPU
135
+ | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA8775P | 2.065 ms | 0 - 43 MB | NPU
136
+ | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA8650P | 2.065 ms | 0 - 43 MB | NPU
137
+ | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA8255P | 2.065 ms | 0 - 43 MB | NPU
138
+ | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.91 ms | 0 - 57 MB | NPU
139
+ | YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.81 ms | 0 - 44 MB | NPU
140
+ | YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.69 ms | 0 - 154 MB | NPU
141
+ | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.85 ms | 0 - 6 MB | NPU
142
+ | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA7255P | 3.413 ms | 0 - 41 MB | NPU
143
+ | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA8295P | 2.434 ms | 0 - 38 MB | NPU
144
+ | YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.731 ms | 0 - 40 MB | NPU
145
+ | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 7.555 ms | 0 - 165 MB | NPU
146
+ | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.69 ms | 0 - 154 MB | NPU
147
+ | YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.81 ms | 0 - 44 MB | NPU
148
 
149
  ## License
150
  * The license for the original implementation of YOLOv11-Detection can be found