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YOLO26-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 +81 -73
README.md CHANGED
@@ -15,18 +15,18 @@ pipeline_tag: object-detection
15
  Ultralytics YOLO26 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 YOLO26-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/yolo26_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/yolo26_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 [YOLO26-Detection on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/yolo26_det) for usage instructions.
30
 
31
 
32
  ## Model Details
@@ -34,86 +34,94 @@ See our repository for [YOLO26-Detection on GitHub](https://github.com/qualcomm/
34
  **Model Type:** Model_use_case.object_detection
35
 
36
  **Model Stats:**
37
- - Model checkpoint: YOLO26-N
38
  - Input resolution: 640x640
39
- - Number of parameters: 2.4M
40
  - Model size (float): 9.2 MB
41
  - Model size (w8a16): 3.2 MB
 
42
 
43
  ## Performance Summary
44
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
45
  |---|---|---|---|---|---|---
46
- | YOLO26-Detection | ONNX | float | Snapdragon® X2 Elite | 4.371 ms | 5 - 5 MB | NPU
47
- | YOLO26-Detection | ONNX | float | Snapdragon® X Elite | 9.726 ms | 10 - 10 MB | NPU
48
- | YOLO26-Detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 6.289 ms | 5 - 204 MB | NPU
49
- | YOLO26-Detection | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 16.751 ms | 5 - 220 MB | NPU
50
- | YOLO26-Detection | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 9.032 ms | 0 - 11 MB | NPU
51
- | YOLO26-Detection | ONNX | float | Qualcomm® QCS8450 | 16.751 ms | 5 - 220 MB | NPU
52
- | YOLO26-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 10.521 ms | 5 - 7 MB | NPU
53
- | YOLO26-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 9.726 ms | 10 - 10 MB | NPU
54
- | YOLO26-Detection | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.224 ms | 0 - 174 MB | NPU
55
- | YOLO26-Detection | ONNX | float | Snapdragon® 8 Elite Mobile | 4.224 ms | 0 - 174 MB | NPU
56
- | YOLO26-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.018 ms | 1 - 176 MB | NPU
57
- | YOLO26-Detection | ONNX | w8a16 | Snapdragon® X2 Elite | 2.439 ms | 2 - 2 MB | NPU
58
- | YOLO26-Detection | ONNX | w8a16 | Snapdragon® X Elite | 5.816 ms | 2 - 2 MB | NPU
59
- | YOLO26-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.513 ms | 0 - 223 MB | NPU
60
- | YOLO26-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 7.587 ms | 3 - 225 MB | NPU
61
- | YOLO26-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 16.97 ms | 2 - 5 MB | NPU
62
- | YOLO26-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.486 ms | 2 - 118 MB | NPU
63
- | YOLO26-Detection | ONNX | w8a16 | Qualcomm® QCS8450 | 7.587 ms | 3 - 225 MB | NPU
64
- | YOLO26-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 7.128 ms | 2 - 5 MB | NPU
65
- | YOLO26-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 5.816 ms | 2 - 2 MB | NPU
66
- | YOLO26-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.596 ms | 1 - 82 MB | NPU
67
- | YOLO26-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.596 ms | 1 - 82 MB | NPU
68
- | YOLO26-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.284 ms | 1 - 85 MB | NPU
69
- | YOLO26-Detection | QNN_DLC | float | Snapdragon® X2 Elite | 2.819 ms | 5 - 5 MB | NPU
70
- | YOLO26-Detection | QNN_DLC | float | Snapdragon® X Elite | 4.848 ms | 5 - 5 MB | NPU
71
- | YOLO26-Detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.355 ms | 5 - 185 MB | NPU
72
- | YOLO26-Detection | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 8.873 ms | 5 - 198 MB | NPU
73
- | YOLO26-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 13.112 ms | 1 - 156 MB | NPU
74
- | YOLO26-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.498 ms | 5 - 13 MB | NPU
75
- | YOLO26-Detection | QNN_DLC | float | Qualcomm® SA8775P | 5.81 ms | 0 - 157 MB | NPU
76
- | YOLO26-Detection | QNN_DLC | float | Qualcomm® SA8650P | 5.81 ms | 0 - 157 MB | NPU
77
- | YOLO26-Detection | QNN_DLC | float | Qualcomm® SA8255P | 5.81 ms | 0 - 157 MB | NPU
78
- | YOLO26-Detection | QNN_DLC | float | Qualcomm® QCS8450 | 8.873 ms | 5 - 198 MB | NPU
79
- | YOLO26-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 5.584 ms | 5 - 11 MB | NPU
80
- | YOLO26-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.848 ms | 5 - 5 MB | NPU
81
- | YOLO26-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.639 ms | 0 - 160 MB | NPU
82
- | YOLO26-Detection | QNN_DLC | float | Qualcomm® SA7255P | 13.112 ms | 1 - 156 MB | NPU
83
- | YOLO26-Detection | QNN_DLC | float | Qualcomm® SA8295P | 9.389 ms | 0 - 168 MB | NPU
84
- | YOLO26-Detection | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 2.639 ms | 0 - 160 MB | NPU
85
- | YOLO26-Detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.242 ms | 0 - 158 MB | NPU
86
- | YOLO26-Detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.315 ms | 2 - 2 MB | NPU
87
- | YOLO26-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 4.781 ms | 2 - 2 MB | NPU
88
- | YOLO26-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.001 ms | 2 - 202 MB | NPU
89
- | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 8.101 ms | 0 - 177 MB | NPU
90
- | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.379 ms | 2 - 4 MB | NPU
91
- | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 5.007 ms | 1 - 177 MB | NPU
92
- | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® SA8650P | 5.007 ms | 1 - 177 MB | NPU
93
- | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® SA8255P | 5.007 ms | 1 - 177 MB | NPU
94
- | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 4.759 ms | 2 - 6 MB | NPU
95
- | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 4.781 ms | 2 - 2 MB | NPU
96
- | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 18.782 ms | 2 - 181 MB | NPU
97
- | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 5.359 ms | 2 - 183 MB | NPU
98
- | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.244 ms | 2 - 184 MB | NPU
99
- | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 8.101 ms | 0 - 177 MB | NPU
100
- | YOLO26-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 2.244 ms | 2 - 184 MB | NPU
101
- | YOLO26-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.936 ms | 2 - 186 MB | NPU
102
- | YOLO26-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 5.359 ms | 2 - 183 MB | NPU
103
- | YOLO26-Detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 4.194 ms | 0 - 193 MB | NPU
104
- | YOLO26-Detection | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 10.954 ms | 0 - 205 MB | NPU
105
- | YOLO26-Detection | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 14.313 ms | 0 - 165 MB | NPU
106
- | YOLO26-Detection | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.77 ms | 0 - 2 MB | NPU
 
 
 
 
 
 
 
 
107
  | YOLO26-Detection | TFLITE | float | Qualcomm® SA8775P | 7.137 ms | 0 - 169 MB | NPU
108
  | YOLO26-Detection | TFLITE | float | Qualcomm® SA8650P | 7.137 ms | 0 - 169 MB | NPU
109
  | YOLO26-Detection | TFLITE | float | Qualcomm® SA8255P | 7.137 ms | 0 - 169 MB | NPU
110
- | YOLO26-Detection | TFLITE | float | Qualcomm® QCS8450 | 10.954 ms | 0 - 205 MB | NPU
111
- | YOLO26-Detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 6.806 ms | 0 - 21 MB | NPU
112
- | YOLO26-Detection | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 3.164 ms | 0 - 161 MB | NPU
113
- | YOLO26-Detection | TFLITE | float | Qualcomm® SA7255P | 14.313 ms | 0 - 165 MB | NPU
114
- | YOLO26-Detection | TFLITE | float | Qualcomm® SA8295P | 10.994 ms | 0 - 177 MB | NPU
115
- | YOLO26-Detection | TFLITE | float | Snapdragon® 8 Elite Mobile | 3.164 ms | 0 - 161 MB | NPU
116
- | YOLO26-Detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.671 ms | 0 - 168 MB | NPU
117
 
118
  ## License
119
  * The license for the original implementation of YOLO26-Detection can be found
 
15
  Ultralytics YOLO26 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 YOLO26-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/yolo26_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/yolo26_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 [YOLO26-Detection on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/yolo26_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: YOLO26-N
39
  - Model size (float): 9.2 MB
40
  - Model size (w8a16): 3.2 MB
41
+ - Number of parameters: 2.4M
42
 
43
  ## Performance Summary
44
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
45
  |---|---|---|---|---|---|---
46
+ | YOLO26-Detection | ONNX | float | Snapdragon® X2 Elite | 4.466 ms | 5 - 5 MB | NPU
47
+ | YOLO26-Detection | ONNX | float | Snapdragon® X Elite | 9.329 ms | 10 - 10 MB | NPU
48
+ | YOLO26-Detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 6.286 ms | 5 - 204 MB | NPU
49
+ | YOLO26-Detection | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 16.773 ms | 5 - 220 MB | NPU
50
+ | YOLO26-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 9.246 ms | 5 - 8 MB | NPU
51
+ | YOLO26-Detection | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 9.033 ms | 0 - 11 MB | NPU
52
+ | YOLO26-Detection | ONNX | float | Qualcomm® QCS8450 | 16.773 ms | 5 - 220 MB | NPU
53
+ | YOLO26-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 10.547 ms | 5 - 7 MB | NPU
54
+ | YOLO26-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 9.329 ms | 10 - 10 MB | NPU
55
+ | YOLO26-Detection | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.227 ms | 0 - 176 MB | NPU
56
+ | YOLO26-Detection | ONNX | float | Snapdragon® 8 Elite Mobile | 4.227 ms | 0 - 176 MB | NPU
57
+ | YOLO26-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.014 ms | 0 - 177 MB | NPU
58
+ | YOLO26-Detection | ONNX | w8a16 | Snapdragon® X2 Elite | 2.458 ms | 2 - 2 MB | NPU
59
+ | YOLO26-Detection | ONNX | w8a16 | Snapdragon® X Elite | 5.809 ms | 2 - 2 MB | NPU
60
+ | YOLO26-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.511 ms | 2 - 221 MB | NPU
61
+ | YOLO26-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 7.545 ms | 3 - 224 MB | NPU
62
+ | YOLO26-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 16.862 ms | 2 - 5 MB | NPU
63
+ | YOLO26-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 4.98 ms | 2 - 6 MB | NPU
64
+ | YOLO26-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.493 ms | 2 - 6 MB | NPU
65
+ | YOLO26-Detection | ONNX | w8a16 | Qualcomm® QCS8450 | 7.545 ms | 3 - 224 MB | NPU
66
+ | YOLO26-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 6.002 ms | 2 - 5 MB | NPU
67
+ | YOLO26-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 5.809 ms | 2 - 2 MB | NPU
68
+ | YOLO26-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 26.034 ms | 3 - 206 MB | NPU
69
+ | YOLO26-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 6.758 ms | 3 - 197 MB | NPU
70
+ | YOLO26-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.589 ms | 1 - 85 MB | NPU
71
+ | YOLO26-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.589 ms | 1 - 85 MB | NPU
72
+ | YOLO26-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.28 ms | 1 - 84 MB | NPU
73
+ | YOLO26-Detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 6.758 ms | 3 - 197 MB | NPU
74
+ | YOLO26-Detection | QNN_DLC | float | Snapdragon® X2 Elite | 2.752 ms | 5 - 5 MB | NPU
75
+ | YOLO26-Detection | QNN_DLC | float | Snapdragon® X Elite | 5.005 ms | 5 - 5 MB | NPU
76
+ | YOLO26-Detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.35 ms | 0 - 184 MB | NPU
77
+ | YOLO26-Detection | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 8.968 ms | 5 - 198 MB | NPU
78
+ | YOLO26-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 5.401 ms | 5 - 12 MB | NPU
79
+ | YOLO26-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 13.088 ms | 0 - 156 MB | NPU
80
+ | YOLO26-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.514 ms | 5 - 22 MB | NPU
81
+ | YOLO26-Detection | QNN_DLC | float | Qualcomm® SA8775P | 5.837 ms | 0 - 157 MB | NPU
82
+ | YOLO26-Detection | QNN_DLC | float | Qualcomm® SA8650P | 5.837 ms | 0 - 157 MB | NPU
83
+ | YOLO26-Detection | QNN_DLC | float | Qualcomm® SA8255P | 5.837 ms | 0 - 157 MB | NPU
84
+ | YOLO26-Detection | QNN_DLC | float | Qualcomm® QCS8450 | 8.968 ms | 5 - 198 MB | NPU
85
+ | YOLO26-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 5.585 ms | 5 - 11 MB | NPU
86
+ | YOLO26-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 5.005 ms | 5 - 5 MB | NPU
87
+ | YOLO26-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.625 ms | 0 - 159 MB | NPU
88
+ | YOLO26-Detection | QNN_DLC | float | Qualcomm® SA7255P | 13.088 ms | 0 - 156 MB | NPU
89
+ | YOLO26-Detection | QNN_DLC | float | Qualcomm® SA8295P | 9.345 ms | 0 - 168 MB | NPU
90
+ | YOLO26-Detection | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 2.625 ms | 0 - 159 MB | NPU
91
+ | YOLO26-Detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.241 ms | 4 - 161 MB | NPU
92
+ | YOLO26-Detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.299 ms | 2 - 2 MB | NPU
93
+ | YOLO26-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 4.774 ms | 2 - 2 MB | NPU
94
+ | YOLO26-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.983 ms | 2 - 202 MB | NPU
95
+ | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 4.208 ms | 1 - 6 MB | NPU
96
+ | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 8.076 ms | 0 - 177 MB | NPU
97
+ | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.384 ms | 2 - 99 MB | NPU
98
+ | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 5.024 ms | 0 - 178 MB | NPU
99
+ | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® SA8650P | 5.024 ms | 0 - 178 MB | NPU
100
+ | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® SA8255P | 5.024 ms | 0 - 178 MB | NPU
101
+ | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 4.769 ms | 1 - 5 MB | NPU
102
+ | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 4.774 ms | 2 - 2 MB | NPU
103
+ | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 19.456 ms | 2 - 181 MB | NPU
104
+ | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 5.341 ms | 1 - 182 MB | NPU
105
+ | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.249 ms | 2 - 185 MB | NPU
106
+ | YOLO26-Detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 8.076 ms | 0 - 177 MB | NPU
107
+ | YOLO26-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 2.249 ms | 2 - 185 MB | NPU
108
+ | YOLO26-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.938 ms | 2 - 186 MB | NPU
109
+ | YOLO26-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 5.341 ms | 1 - 182 MB | NPU
110
+ | YOLO26-Detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 4.212 ms | 0 - 192 MB | NPU
111
+ | YOLO26-Detection | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 10.88 ms | 0 - 206 MB | NPU
112
+ | YOLO26-Detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 6.381 ms | 0 - 21 MB | NPU
113
+ | YOLO26-Detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 14.294 ms | 0 - 165 MB | NPU
114
+ | YOLO26-Detection | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.78 ms | 0 - 7 MB | NPU
115
  | YOLO26-Detection | TFLITE | float | Qualcomm® SA8775P | 7.137 ms | 0 - 169 MB | NPU
116
  | YOLO26-Detection | TFLITE | float | Qualcomm® SA8650P | 7.137 ms | 0 - 169 MB | NPU
117
  | YOLO26-Detection | TFLITE | float | Qualcomm® SA8255P | 7.137 ms | 0 - 169 MB | NPU
118
+ | YOLO26-Detection | TFLITE | float | Qualcomm® QCS8450 | 10.88 ms | 0 - 206 MB | NPU
119
+ | YOLO26-Detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 6.914 ms | 0 - 21 MB | NPU
120
+ | YOLO26-Detection | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 3.129 ms | 0 - 161 MB | NPU
121
+ | YOLO26-Detection | TFLITE | float | Qualcomm® SA7255P | 14.294 ms | 0 - 165 MB | NPU
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+ | YOLO26-Detection | TFLITE | float | Qualcomm® SA8295P | 10.925 ms | 0 - 176 MB | NPU
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+ | YOLO26-Detection | TFLITE | float | Snapdragon® 8 Elite Mobile | 3.129 ms | 0 - 161 MB | NPU
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+ | YOLO26-Detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.709 ms | 0 - 169 MB | NPU
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  ## License
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  * The license for the original implementation of YOLO26-Detection can be found