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YOLOv10-Detection

Object Detection
PyTorch
real_time
android
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v0.60.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.60.0 for changelog.

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  1. README.md +91 -83
README.md CHANGED
@@ -15,18 +15,18 @@ pipeline_tag: object-detection
15
  Ultralytics YOLOv10 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 YOLOv10-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/v0.59.0/src/qai_hub_models/models/yolov10_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/v0.59.0/src/qai_hub_models/models/yolov10_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 [YOLOv10-Detection on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/yolov10_det) for usage instructions.
30
 
31
 
32
  ## Model Details
@@ -34,93 +34,101 @@ See our repository for [YOLOv10-Detection on GitHub](https://github.com/qualcomm
34
  **Model Type:** Model_use_case.object_detection
35
 
36
  **Model Stats:**
37
- - Model checkpoint: YOLOv10-N
38
  - Input resolution: 640x640
39
- - Number of parameters: 2.33M
40
  - Model size (float): 8.95 MB
41
- - Model size (w8a8): 2.55 MB
42
  - Model size (w8a16): 3.04 MB
 
 
43
 
44
  ## Performance Summary
45
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
46
  |---|---|---|---|---|---|---
47
- | YOLOv10-Detection | ONNX | float | Snapdragon® X2 Elite | 3.331 ms | 5 - 5 MB | NPU
48
- | YOLOv10-Detection | ONNX | float | Snapdragon® X Elite | 6.746 ms | 5 - 5 MB | NPU
49
- | YOLOv10-Detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.924 ms | 0 - 241 MB | NPU
50
- | YOLOv10-Detection | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 14.909 ms | 5 - 214 MB | NPU
51
- | YOLOv10-Detection | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.335 ms | 5 - 46 MB | NPU
52
- | YOLOv10-Detection | ONNX | float | Qualcomm® QCS8450 | 14.909 ms | 5 - 214 MB | NPU
53
- | YOLOv10-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 7.596 ms | 5 - 7 MB | NPU
54
- | YOLOv10-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 6.746 ms | 5 - 5 MB | NPU
55
- | YOLOv10-Detection | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.376 ms | 0 - 203 MB | NPU
56
- | YOLOv10-Detection | ONNX | float | Snapdragon® 8 Elite Mobile | 4.376 ms | 0 - 203 MB | NPU
57
- | YOLOv10-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.037 ms | 1 - 221 MB | NPU
58
- | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® X2 Elite | 2.587 ms | 2 - 2 MB | NPU
59
- | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® X Elite | 5.691 ms | 2 - 2 MB | NPU
60
- | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.358 ms | 2 - 104 MB | NPU
61
- | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 6.694 ms | 3 - 103 MB | NPU
62
- | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 16.627 ms | 2 - 5 MB | NPU
63
- | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.361 ms | 2 - 5 MB | NPU
64
- | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® QCS8450 | 6.694 ms | 3 - 103 MB | NPU
65
- | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 5.798 ms | 2 - 5 MB | NPU
66
- | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 5.691 ms | 2 - 2 MB | NPU
67
- | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.525 ms | 0 - 80 MB | NPU
68
- | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.525 ms | 0 - 80 MB | NPU
69
- | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.28 ms | 1 - 83 MB | NPU
70
- | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 7.912 ms | 9 - 382 MB | NPU
71
- | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.161 ms | 8 - 12 MB | NPU
72
- | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 12.167 ms | 8 - 11 MB | NPU
73
- | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 6.01 ms | 7 - 358 MB | NPU
74
- | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite Mobile | 6.01 ms | 7 - 358 MB | NPU
75
- | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 6.966 ms | 6 - 369 MB | NPU
76
- | YOLOv10-Detection | QNN_DLC | float | Snapdragon® X2 Elite | 2.593 ms | 5 - 5 MB | NPU
77
- | YOLOv10-Detection | QNN_DLC | float | Snapdragon® X Elite | 4.588 ms | 5 - 5 MB | NPU
78
- | YOLOv10-Detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.039 ms | 4 - 213 MB | NPU
79
- | YOLOv10-Detection | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 8.552 ms | 5 - 201 MB | NPU
80
- | YOLOv10-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 13.301 ms | 0 - 182 MB | NPU
81
- | YOLOv10-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.159 ms | 5 - 16 MB | NPU
82
- | YOLOv10-Detection | QNN_DLC | float | Qualcomm® SA8775P | 5.614 ms | 0 - 187 MB | NPU
83
- | YOLOv10-Detection | QNN_DLC | float | Qualcomm® SA8650P | 5.614 ms | 0 - 187 MB | NPU
84
- | YOLOv10-Detection | QNN_DLC | float | Qualcomm® SA8255P | 5.614 ms | 0 - 187 MB | NPU
85
- | YOLOv10-Detection | QNN_DLC | float | Qualcomm® QCS8450 | 8.552 ms | 5 - 201 MB | NPU
86
- | YOLOv10-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 5.349 ms | 5 - 11 MB | NPU
87
- | YOLOv10-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.588 ms | 5 - 5 MB | NPU
88
- | YOLOv10-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.277 ms | 5 - 190 MB | NPU
89
- | YOLOv10-Detection | QNN_DLC | float | Qualcomm® SA7255P | 13.301 ms | 0 - 182 MB | NPU
90
- | YOLOv10-Detection | QNN_DLC | float | Qualcomm® SA8295P | 8.902 ms | 0 - 169 MB | NPU
91
- | YOLOv10-Detection | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 2.277 ms | 5 - 190 MB | NPU
92
- | YOLOv10-Detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.991 ms | 5 - 200 MB | NPU
93
- | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.286 ms | 2 - 2 MB | NPU
94
- | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 4.624 ms | 2 - 2 MB | NPU
95
- | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.906 ms | 2 - 199 MB | NPU
96
- | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 7.931 ms | 1 - 174 MB | NPU
97
- | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.218 ms | 2 - 4 MB | NPU
98
- | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.838 ms | 0 - 175 MB | NPU
99
- | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® SA8650P | 4.838 ms | 0 - 175 MB | NPU
100
- | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® SA8255P | 4.838 ms | 0 - 175 MB | NPU
101
- | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 4.587 ms | 1 - 5 MB | NPU
102
- | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 4.624 ms | 2 - 2 MB | NPU
103
- | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 19.694 ms | 2 - 180 MB | NPU
104
- | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 4.517 ms | 1 - 176 MB | NPU
105
- | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.02 ms | 2 - 182 MB | NPU
106
- | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 7.931 ms | 1 - 174 MB | NPU
107
- | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 2.02 ms | 2 - 182 MB | NPU
108
- | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.752 ms | 2 - 186 MB | NPU
109
- | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 4.517 ms | 1 - 176 MB | NPU
110
- | YOLOv10-Detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.69 ms | 0 - 109 MB | NPU
111
- | YOLOv10-Detection | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 7.428 ms | 0 - 84 MB | NPU
112
- | YOLOv10-Detection | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 12.755 ms | 0 - 80 MB | NPU
113
- | YOLOv10-Detection | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.764 ms | 0 - 4 MB | NPU
114
- | YOLOv10-Detection | TFLITE | float | Qualcomm® SA8775P | 5.227 ms | 0 - 82 MB | NPU
115
- | YOLOv10-Detection | TFLITE | float | Qualcomm® SA8650P | 5.227 ms | 0 - 82 MB | NPU
116
- | YOLOv10-Detection | TFLITE | float | Qualcomm® SA8255P | 5.227 ms | 0 - 82 MB | NPU
117
- | YOLOv10-Detection | TFLITE | float | Qualcomm® QCS8450 | 7.428 ms | 0 - 84 MB | NPU
118
- | YOLOv10-Detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 4.959 ms | 0 - 13 MB | NPU
119
- | YOLOv10-Detection | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 2.039 ms | 0 - 86 MB | NPU
120
- | YOLOv10-Detection | TFLITE | float | Qualcomm® SA7255P | 12.755 ms | 0 - 80 MB | NPU
121
- | YOLOv10-Detection | TFLITE | float | Qualcomm® SA8295P | 8.237 ms | 0 - 56 MB | NPU
122
- | YOLOv10-Detection | TFLITE | float | Snapdragon® 8 Elite Mobile | 2.039 ms | 0 - 86 MB | NPU
123
- | YOLOv10-Detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.654 ms | 0 - 81 MB | NPU
 
 
 
 
 
 
 
 
124
 
125
  ## License
126
  * The license for the original implementation of YOLOv10-Detection can be found
 
15
  Ultralytics YOLOv10 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 YOLOv10-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/v0.60.0/src/qai_hub_models/models/yolov10_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/v0.60.0/src/qai_hub_models/models/yolov10_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 [YOLOv10-Detection on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/yolov10_det) for usage instructions.
30
 
31
 
32
  ## Model Details
 
34
  **Model Type:** Model_use_case.object_detection
35
 
36
  **Model Stats:**
 
37
  - Input resolution: 640x640
38
+ - Model checkpoint: YOLOv10-N
39
  - Model size (float): 8.95 MB
 
40
  - Model size (w8a16): 3.04 MB
41
+ - Model size (w8a8): 2.55 MB
42
+ - Number of parameters: 2.33M
43
 
44
  ## Performance Summary
45
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
46
  |---|---|---|---|---|---|---
47
+ | YOLOv10-Detection | ONNX | float | Snapdragon® X2 Elite | 3.35 ms | 5 - 5 MB | NPU
48
+ | YOLOv10-Detection | ONNX | float | Snapdragon® X Elite | 6.738 ms | 5 - 5 MB | NPU
49
+ | YOLOv10-Detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.923 ms | 5 - 245 MB | NPU
50
+ | YOLOv10-Detection | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 14.875 ms | 5 - 215 MB | NPU
51
+ | YOLOv10-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 6.694 ms | 5 - 8 MB | NPU
52
+ | YOLOv10-Detection | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.342 ms | 5 - 9 MB | NPU
53
+ | YOLOv10-Detection | ONNX | float | Qualcomm® QCS8450 | 14.875 ms | 5 - 215 MB | NPU
54
+ | YOLOv10-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 7.609 ms | 5 - 7 MB | NPU
55
+ | YOLOv10-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 6.738 ms | 5 - 5 MB | NPU
56
+ | YOLOv10-Detection | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.386 ms | 1 - 201 MB | NPU
57
+ | YOLOv10-Detection | ONNX | float | Snapdragon® 8 Elite Mobile | 4.386 ms | 1 - 201 MB | NPU
58
+ | YOLOv10-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.026 ms | 1 - 219 MB | NPU
59
+ | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® X2 Elite | 2.424 ms | 2 - 2 MB | NPU
60
+ | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® X Elite | 5.684 ms | 2 - 2 MB | NPU
61
+ | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.351 ms | 0 - 97 MB | NPU
62
+ | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 6.68 ms | 3 - 101 MB | NPU
63
+ | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 16.669 ms | 2 - 5 MB | NPU
64
+ | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 4.806 ms | 2 - 6 MB | NPU
65
+ | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.395 ms | 2 - 6 MB | NPU
66
+ | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® QCS8450 | 6.68 ms | 3 - 101 MB | NPU
67
+ | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 5.808 ms | 2 - 5 MB | NPU
68
+ | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 5.684 ms | 2 - 2 MB | NPU
69
+ | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 24.947 ms | 3 - 196 MB | NPU
70
+ | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 6.66 ms | 3 - 199 MB | NPU
71
+ | YOLOv10-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.525 ms | 1 - 79 MB | NPU
72
+ | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.525 ms | 1 - 79 MB | NPU
73
+ | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.283 ms | 0 - 82 MB | NPU
74
+ | YOLOv10-Detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 6.66 ms | 3 - 199 MB | NPU
75
+ | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 7.921 ms | 9 - 383 MB | NPU
76
+ | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ IQ-8275 | 11.622 ms | 8 - 12 MB | NPU
77
+ | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.198 ms | 8 - 12 MB | NPU
78
+ | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 12.222 ms | 8 - 11 MB | NPU
79
+ | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 6.05 ms | 7 - 357 MB | NPU
80
+ | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite Mobile | 6.05 ms | 7 - 357 MB | NPU
81
+ | YOLOv10-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 6.964 ms | 6 - 364 MB | NPU
82
+ | YOLOv10-Detection | QNN_DLC | float | Snapdragon® X2 Elite | 2.67 ms | 5 - 5 MB | NPU
83
+ | YOLOv10-Detection | QNN_DLC | float | Snapdragon® X Elite | 4.656 ms | 5 - 5 MB | NPU
84
+ | YOLOv10-Detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.035 ms | 0 - 210 MB | NPU
85
+ | YOLOv10-Detection | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 8.533 ms | 5 - 202 MB | NPU
86
+ | YOLOv10-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 5.175 ms | 5 - 12 MB | NPU
87
+ | YOLOv10-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 13.26 ms | 2 - 182 MB | NPU
88
+ | YOLOv10-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.144 ms | 5 - 7 MB | NPU
89
+ | YOLOv10-Detection | QNN_DLC | float | Qualcomm® SA8775P | 5.624 ms | 0 - 186 MB | NPU
90
+ | YOLOv10-Detection | QNN_DLC | float | Qualcomm® SA8650P | 5.624 ms | 0 - 186 MB | NPU
91
+ | YOLOv10-Detection | QNN_DLC | float | Qualcomm® SA8255P | 5.624 ms | 0 - 186 MB | NPU
92
+ | YOLOv10-Detection | QNN_DLC | float | Qualcomm® QCS8450 | 8.533 ms | 5 - 202 MB | NPU
93
+ | YOLOv10-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 5.382 ms | 5 - 11 MB | NPU
94
+ | YOLOv10-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.656 ms | 5 - 5 MB | NPU
95
+ | YOLOv10-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.269 ms | 5 - 191 MB | NPU
96
+ | YOLOv10-Detection | QNN_DLC | float | Qualcomm® SA7255P | 13.26 ms | 2 - 182 MB | NPU
97
+ | YOLOv10-Detection | QNN_DLC | float | Qualcomm® SA8295P | 8.923 ms | 0 - 169 MB | NPU
98
+ | YOLOv10-Detection | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 2.269 ms | 5 - 191 MB | NPU
99
+ | YOLOv10-Detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.988 ms | 5 - 199 MB | NPU
100
+ | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.23 ms | 2 - 2 MB | NPU
101
+ | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 4.619 ms | 2 - 2 MB | NPU
102
+ | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.913 ms | 0 - 196 MB | NPU
103
+ | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 4.12 ms | 1 - 6 MB | NPU
104
+ | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 7.975 ms | 0 - 173 MB | NPU
105
+ | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.211 ms | 2 - 105 MB | NPU
106
+ | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.828 ms | 1 - 175 MB | NPU
107
+ | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® SA8650P | 4.828 ms | 1 - 175 MB | NPU
108
+ | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® SA8255P | 4.828 ms | 1 - 175 MB | NPU
109
+ | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 4.627 ms | 2 - 6 MB | NPU
110
+ | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 4.619 ms | 2 - 2 MB | NPU
111
+ | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 20.139 ms | 2 - 180 MB | NPU
112
+ | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 4.444 ms | 2 - 180 MB | NPU
113
+ | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.021 ms | 0 - 175 MB | NPU
114
+ | YOLOv10-Detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 7.975 ms | 0 - 173 MB | NPU
115
+ | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 2.021 ms | 0 - 175 MB | NPU
116
+ | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.754 ms | 2 - 186 MB | NPU
117
+ | YOLOv10-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 4.444 ms | 2 - 180 MB | NPU
118
+ | YOLOv10-Detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.726 ms | 0 - 110 MB | NPU
119
+ | YOLOv10-Detection | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 7.443 ms | 0 - 85 MB | NPU
120
+ | YOLOv10-Detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 4.856 ms | 0 - 14 MB | NPU
121
+ | YOLOv10-Detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 12.756 ms | 0 - 79 MB | NPU
122
+ | YOLOv10-Detection | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.759 ms | 0 - 3 MB | NPU
123
+ | YOLOv10-Detection | TFLITE | float | Qualcomm® SA8775P | 5.206 ms | 0 - 84 MB | NPU
124
+ | YOLOv10-Detection | TFLITE | float | Qualcomm® SA8650P | 5.206 ms | 0 - 84 MB | NPU
125
+ | YOLOv10-Detection | TFLITE | float | Qualcomm® SA8255P | 5.206 ms | 0 - 84 MB | NPU
126
+ | YOLOv10-Detection | TFLITE | float | Qualcomm® QCS8450 | 7.443 ms | 0 - 85 MB | NPU
127
+ | YOLOv10-Detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 5.992 ms | 0 - 13 MB | NPU
128
+ | YOLOv10-Detection | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 2.042 ms | 0 - 80 MB | NPU
129
+ | YOLOv10-Detection | TFLITE | float | Qualcomm® SA7255P | 12.756 ms | 0 - 79 MB | NPU
130
+ | YOLOv10-Detection | TFLITE | float | Snapdragon® 8 Elite Mobile | 2.042 ms | 0 - 80 MB | NPU
131
+ | YOLOv10-Detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.685 ms | 0 - 82 MB | NPU
132
 
133
  ## License
134
  * The license for the original implementation of YOLOv10-Detection can be found