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YOLOE-Segmentation

Image Segmentation
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 +111 -105
README.md CHANGED
@@ -15,18 +15,18 @@ pipeline_tag: image-segmentation
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  Ultralytics YOLOE is a machine learning model that predicts bounding boxes, segmentation masks and classes of objects in an image.
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17
  This is based on the implementation of YOLOE-Segmentation found [here](https://github.com/THU-MIG/yoloe).
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- 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/yoloe_seg) 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/yoloe_seg) 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 [YOLOE-Segmentation on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/yoloe_seg) for usage instructions.
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31
 
32
  ## Model Details
@@ -34,115 +34,121 @@ See our repository for [YOLOE-Segmentation on GitHub](https://github.com/qualcom
34
  **Model Type:** Model_use_case.semantic_segmentation
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36
  **Model Stats:**
37
- - Model checkpoint: YOLOE-v8L-SEG
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  - Input resolution: 640x640
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- - Number of parameters: 53.47M
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  - Model size (float): 103 MB
 
41
 
42
  ## Performance Summary
43
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
44
  |---|---|---|---|---|---|---
45
- | YOLOE-Segmentation | ONNX | float | Snapdragon® X2 Elite | 15.738 ms | 17 - 17 MB | NPU
46
- | YOLOE-Segmentation | ONNX | float | Snapdragon® X Elite | 31.123 ms | 88 - 88 MB | NPU
47
- | YOLOE-Segmentation | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 24.426 ms | 1 - 284 MB | NPU
48
- | YOLOE-Segmentation | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 70.341 ms | 17 - 344 MB | NPU
49
- | YOLOE-Segmentation | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 31.409 ms | 0 - 131 MB | NPU
50
- | YOLOE-Segmentation | ONNX | float | Qualcomm® QCS8450 | 70.341 ms | 17 - 344 MB | NPU
51
- | YOLOE-Segmentation | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 47.235 ms | 13 - 20 MB | NPU
52
- | YOLOE-Segmentation | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 31.123 ms | 88 - 88 MB | NPU
53
- | YOLOE-Segmentation | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 18.178 ms | 12 - 231 MB | NPU
54
- | YOLOE-Segmentation | ONNX | float | Snapdragon® 8 Elite Mobile | 18.178 ms | 12 - 231 MB | NPU
55
- | YOLOE-Segmentation | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.364 ms | 12 - 246 MB | NPU
56
- | YOLOE-Segmentation | QNN_DLC | float | Snapdragon® X2 Elite | 15.521 ms | 5 - 5 MB | NPU
57
- | YOLOE-Segmentation | QNN_DLC | float | Snapdragon® X Elite | 29.285 ms | 5 - 5 MB | NPU
58
- | YOLOE-Segmentation | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 21.63 ms | 5 - 272 MB | NPU
59
- | YOLOE-Segmentation | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 62.582 ms | 5 - 313 MB | NPU
60
- | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 178.464 ms | 0 - 208 MB | NPU
61
- | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 28.168 ms | 5 - 6 MB | NPU
62
- | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® SA8775P | 44.31 ms | 0 - 208 MB | NPU
63
- | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® SA8650P | 44.31 ms | 0 - 208 MB | NPU
64
- | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® SA8255P | 44.31 ms | 0 - 208 MB | NPU
65
- | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® QCS8450 | 62.582 ms | 5 - 313 MB | NPU
66
- | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 44.039 ms | 5 - 15 MB | NPU
67
- | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 29.285 ms | 5 - 5 MB | NPU
68
- | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 17.163 ms | 0 - 213 MB | NPU
69
- | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® SA7255P | 178.464 ms | 0 - 208 MB | NPU
70
- | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® SA8295P | 49.95 ms | 0 - 248 MB | NPU
71
- | YOLOE-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 17.163 ms | 0 - 213 MB | NPU
72
- | YOLOE-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 11.641 ms | 5 - 217 MB | NPU
73
- | YOLOE-Segmentation | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 9.531 ms | 2 - 2 MB | NPU
74
- | YOLOE-Segmentation | QNN_DLC | w8a16 | Snapdragon® X Elite | 20.068 ms | 2 - 2 MB | NPU
75
- | YOLOE-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 13.37 ms | 2 - 394 MB | NPU
76
- | YOLOE-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 32.635 ms | 2 - 392 MB | NPU
77
- | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 116.983 ms | 2 - 8 MB | NPU
78
- | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 54.078 ms | 1 - 301 MB | NPU
79
- | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 19.073 ms | 2 - 359 MB | NPU
80
- | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8775P | 18.506 ms | 0 - 302 MB | NPU
81
- | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8650P | 18.506 ms | 0 - 302 MB | NPU
82
- | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8255P | 18.506 ms | 0 - 302 MB | NPU
83
- | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 32.635 ms | 2 - 392 MB | NPU
84
- | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 18.551 ms | 0 - 6 MB | NPU
85
- | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 20.068 ms | 2 - 2 MB | NPU
86
- | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 394.317 ms | 3 - 364 MB | NPU
87
- | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 31.061 ms | 2 - 321 MB | NPU
88
- | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 10.563 ms | 2 - 308 MB | NPU
89
- | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA7255P | 54.078 ms | 1 - 301 MB | NPU
90
- | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8295P | 29.67 ms | 0 - 305 MB | NPU
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- | YOLOE-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 10.563 ms | 2 - 308 MB | NPU
92
- | YOLOE-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 7.588 ms | 2 - 318 MB | NPU
93
- | YOLOE-Segmentation | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 31.061 ms | 2 - 321 MB | NPU
94
- | YOLOE-Segmentation | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 4.301 ms | 1 - 1 MB | NPU
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- | YOLOE-Segmentation | QNN_DLC | w8a8 | Snapdragon® X Elite | 9.565 ms | 1 - 1 MB | NPU
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- | YOLOE-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 6.138 ms | 1 - 297 MB | NPU
97
- | YOLOE-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 14.2 ms | 1 - 298 MB | NPU
98
- | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 44.694 ms | 1 - 5 MB | NPU
99
- | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 26.936 ms | 1 - 226 MB | NPU
100
- | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.825 ms | 1 - 217 MB | NPU
101
- | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA8775P | 8.234 ms | 1 - 228 MB | NPU
102
- | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA8650P | 8.234 ms | 1 - 228 MB | NPU
103
- | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA8255P | 8.234 ms | 1 - 228 MB | NPU
104
- | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 14.2 ms | 1 - 298 MB | NPU
105
- | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.95 ms | 3 - 7 MB | NPU
106
- | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 9.565 ms | 1 - 1 MB | NPU
107
- | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 166.959 ms | 1 - 244 MB | NPU
108
- | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 14.279 ms | 1 - 233 MB | NPU
109
- | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.945 ms | 0 - 220 MB | NPU
110
- | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA7255P | 26.936 ms | 1 - 226 MB | NPU
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- | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA8295P | 14.548 ms | 1 - 230 MB | NPU
112
- | YOLOE-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 4.945 ms | 0 - 220 MB | NPU
113
- | YOLOE-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.357 ms | 1 - 227 MB | NPU
114
- | YOLOE-Segmentation | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 14.279 ms | 1 - 233 MB | NPU
115
- | YOLOE-Segmentation | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 21.091 ms | 4 - 349 MB | NPU
116
- | YOLOE-Segmentation | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 62.79 ms | 5 - 395 MB | NPU
117
- | YOLOE-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 177.529 ms | 5 - 236 MB | NPU
118
- | YOLOE-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 27.53 ms | 4 - 7 MB | NPU
119
- | YOLOE-Segmentation | TFLITE | float | Qualcomm® SA8775P | 43.571 ms | 5 - 237 MB | NPU
120
- | YOLOE-Segmentation | TFLITE | float | Qualcomm® SA8650P | 43.571 ms | 5 - 237 MB | NPU
121
- | YOLOE-Segmentation | TFLITE | float | Qualcomm® SA8255P | 43.571 ms | 5 - 237 MB | NPU
122
- | YOLOE-Segmentation | TFLITE | float | Qualcomm® QCS8450 | 62.79 ms | 5 - 395 MB | NPU
123
- | YOLOE-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 43.978 ms | 4 - 106 MB | NPU
124
- | YOLOE-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 16.365 ms | 4 - 243 MB | NPU
125
- | YOLOE-Segmentation | TFLITE | float | Qualcomm® SA7255P | 177.529 ms | 5 - 236 MB | NPU
126
- | YOLOE-Segmentation | TFLITE | float | Qualcomm® SA8295P | 48.502 ms | 4 - 277 MB | NPU
127
- | YOLOE-Segmentation | TFLITE | float | Snapdragon® 8 Elite Mobile | 16.365 ms | 4 - 243 MB | NPU
128
- | YOLOE-Segmentation | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 11.081 ms | 4 - 247 MB | NPU
129
- | YOLOE-Segmentation | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 6.044 ms | 1 - 302 MB | NPU
130
- | YOLOE-Segmentation | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 12.456 ms | 1 - 306 MB | NPU
131
- | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 45.906 ms | 1 - 51 MB | NPU
132
- | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 26.721 ms | 1 - 230 MB | NPU
133
- | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.906 ms | 1 - 32 MB | NPU
134
- | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® SA8775P | 8.084 ms | 1 - 232 MB | NPU
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- | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® SA8650P | 8.084 ms | 1 - 232 MB | NPU
136
- | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® SA8255P | 8.084 ms | 1 - 232 MB | NPU
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- | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® QCS8450 | 12.456 ms | 1 - 306 MB | NPU
138
- | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 8.611 ms | 1 - 51 MB | NPU
139
- | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 148.53 ms | 1 - 249 MB | NPU
 
 
 
 
 
 
140
  | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 13.661 ms | 1 - 229 MB | NPU
141
- | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.888 ms | 1 - 233 MB | NPU
142
- | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® SA7255P | 26.721 ms | 1 - 230 MB | NPU
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- | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® SA8295P | 14.25 ms | 1 - 234 MB | NPU
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- | YOLOE-Segmentation | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 4.888 ms | 1 - 233 MB | NPU
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- | YOLOE-Segmentation | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.402 ms | 1 - 242 MB | NPU
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  | YOLOE-Segmentation | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 13.661 ms | 1 - 229 MB | NPU
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148
  ## License
 
15
  Ultralytics YOLOE is a machine learning model that predicts bounding boxes, segmentation masks and classes of objects in an image.
16
 
17
  This is based on the implementation of YOLOE-Segmentation found [here](https://github.com/THU-MIG/yoloe).
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/yoloe_seg) 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/yoloe_seg) 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 [YOLOE-Segmentation on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/yoloe_seg) for usage instructions.
30
 
31
 
32
  ## Model Details
 
34
  **Model Type:** Model_use_case.semantic_segmentation
35
 
36
  **Model Stats:**
 
37
  - Input resolution: 640x640
38
+ - Model checkpoint: YOLOE-v8L-SEG
39
  - Model size (float): 103 MB
40
+ - Number of parameters: 53.47M
41
 
42
  ## Performance Summary
43
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
44
  |---|---|---|---|---|---|---
45
+ | YOLOE-Segmentation | ONNX | float | Snapdragon® X2 Elite | 15.697 ms | 17 - 17 MB | NPU
46
+ | YOLOE-Segmentation | ONNX | float | Snapdragon® X Elite | 31.224 ms | 89 - 89 MB | NPU
47
+ | YOLOE-Segmentation | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 24.455 ms | 3 - 289 MB | NPU
48
+ | YOLOE-Segmentation | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 68.96 ms | 2 - 328 MB | NPU
49
+ | YOLOE-Segmentation | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 55.032 ms | 9 - 17 MB | NPU
50
+ | YOLOE-Segmentation | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 31.676 ms | 0 - 94 MB | NPU
51
+ | YOLOE-Segmentation | ONNX | float | Qualcomm® QCS8450 | 68.96 ms | 2 - 328 MB | NPU
52
+ | YOLOE-Segmentation | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 47.498 ms | 13 - 21 MB | NPU
53
+ | YOLOE-Segmentation | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 31.224 ms | 89 - 89 MB | NPU
54
+ | YOLOE-Segmentation | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 18.486 ms | 13 - 230 MB | NPU
55
+ | YOLOE-Segmentation | ONNX | float | Snapdragon® 8 Elite Mobile | 18.486 ms | 13 - 230 MB | NPU
56
+ | YOLOE-Segmentation | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.069 ms | 12 - 249 MB | NPU
57
+ | YOLOE-Segmentation | QNN_DLC | float | Snapdragon® X2 Elite | 15.511 ms | 5 - 5 MB | NPU
58
+ | YOLOE-Segmentation | QNN_DLC | float | Snapdragon® X Elite | 29.372 ms | 5 - 5 MB | NPU
59
+ | YOLOE-Segmentation | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 21.6 ms | 5 - 272 MB | NPU
60
+ | YOLOE-Segmentation | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 62.973 ms | 5 - 315 MB | NPU
61
+ | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 52.156 ms | 5 - 16 MB | NPU
62
+ | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 178.48 ms | 3 - 211 MB | NPU
63
+ | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 28.141 ms | 5 - 291 MB | NPU
64
+ | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® SA8775P | 44.252 ms | 1 - 209 MB | NPU
65
+ | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® SA8650P | 44.252 ms | 1 - 209 MB | NPU
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+ | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® SA8255P | 44.252 ms | 1 - 209 MB | NPU
67
+ | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® QCS8450 | 62.973 ms | 5 - 315 MB | NPU
68
+ | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 44.537 ms | 5 - 15 MB | NPU
69
+ | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 29.372 ms | 5 - 5 MB | NPU
70
+ | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 17.329 ms | 5 - 218 MB | NPU
71
+ | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® SA7255P | 178.48 ms | 3 - 211 MB | NPU
72
+ | YOLOE-Segmentation | QNN_DLC | float | Qualcomm® SA8295P | 49.938 ms | 0 - 248 MB | NPU
73
+ | YOLOE-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 17.329 ms | 5 - 218 MB | NPU
74
+ | YOLOE-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 11.672 ms | 5 - 215 MB | NPU
75
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 9.502 ms | 2 - 2 MB | NPU
76
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Snapdragon® X Elite | 20.171 ms | 2 - 2 MB | NPU
77
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 13.274 ms | 2 - 394 MB | NPU
78
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 32.408 ms | 2 - 392 MB | NPU
79
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 117.164 ms | 2 - 8 MB | NPU
80
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 18.955 ms | 2 - 9 MB | NPU
81
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 53.99 ms | 0 - 301 MB | NPU
82
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 19.266 ms | 2 - 34 MB | NPU
83
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8775P | 18.507 ms | 0 - 301 MB | NPU
84
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8650P | 18.507 ms | 0 - 301 MB | NPU
85
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8255P | 18.507 ms | 0 - 301 MB | NPU
86
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 32.408 ms | 2 - 392 MB | NPU
87
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 18.842 ms | 2 - 8 MB | NPU
88
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 20.171 ms | 2 - 2 MB | NPU
89
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 389.925 ms | 2 - 364 MB | NPU
90
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 30.97 ms | 2 - 321 MB | NPU
91
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 10.593 ms | 2 - 308 MB | NPU
92
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA7255P | 53.99 ms | 0 - 301 MB | NPU
93
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8295P | 29.691 ms | 0 - 305 MB | NPU
94
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 10.593 ms | 2 - 308 MB | NPU
95
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 7.587 ms | 2 - 319 MB | NPU
96
+ | YOLOE-Segmentation | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 30.97 ms | 2 - 321 MB | NPU
97
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 4.285 ms | 1 - 1 MB | NPU
98
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Snapdragon® X Elite | 9.585 ms | 1 - 1 MB | NPU
99
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 6.14 ms | 1 - 299 MB | NPU
100
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 14.135 ms | 1 - 297 MB | NPU
101
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 44.94 ms | 2 - 6 MB | NPU
102
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 8.692 ms | 1 - 6 MB | NPU
103
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 26.938 ms | 1 - 227 MB | NPU
104
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.839 ms | 1 - 3 MB | NPU
105
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA8775P | 8.217 ms | 1 - 228 MB | NPU
106
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA8650P | 8.217 ms | 1 - 228 MB | NPU
107
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA8255P | 8.217 ms | 1 - 228 MB | NPU
108
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 14.135 ms | 1 - 297 MB | NPU
109
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.957 ms | 3 - 7 MB | NPU
110
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 9.585 ms | 1 - 1 MB | NPU
111
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 163.701 ms | 1 - 246 MB | NPU
112
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 14.292 ms | 1 - 233 MB | NPU
113
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.909 ms | 1 - 220 MB | NPU
114
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA7255P | 26.938 ms | 1 - 227 MB | NPU
115
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA8295P | 14.529 ms | 1 - 229 MB | NPU
116
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 4.909 ms | 1 - 220 MB | NPU
117
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.394 ms | 1 - 229 MB | NPU
118
+ | YOLOE-Segmentation | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 14.292 ms | 1 - 233 MB | NPU
119
+ | YOLOE-Segmentation | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 21.21 ms | 0 - 349 MB | NPU
120
+ | YOLOE-Segmentation | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 62.746 ms | 5 - 395 MB | NPU
121
+ | YOLOE-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 51.424 ms | 4 - 107 MB | NPU
122
+ | YOLOE-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 177.534 ms | 4 - 237 MB | NPU
123
+ | YOLOE-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 27.894 ms | 4 - 8 MB | NPU
124
+ | YOLOE-Segmentation | TFLITE | float | Qualcomm® SA8775P | 43.559 ms | 4 - 237 MB | NPU
125
+ | YOLOE-Segmentation | TFLITE | float | Qualcomm® SA8650P | 43.559 ms | 4 - 237 MB | NPU
126
+ | YOLOE-Segmentation | TFLITE | float | Qualcomm® SA8255P | 43.559 ms | 4 - 237 MB | NPU
127
+ | YOLOE-Segmentation | TFLITE | float | Qualcomm® QCS8450 | 62.746 ms | 5 - 395 MB | NPU
128
+ | YOLOE-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 44.014 ms | 3 - 106 MB | NPU
129
+ | YOLOE-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 16.343 ms | 4 - 240 MB | NPU
130
+ | YOLOE-Segmentation | TFLITE | float | Qualcomm® SA7255P | 177.534 ms | 4 - 237 MB | NPU
131
+ | YOLOE-Segmentation | TFLITE | float | Qualcomm® SA8295P | 48.527 ms | 5 - 276 MB | NPU
132
+ | YOLOE-Segmentation | TFLITE | float | Snapdragon® 8 Elite Mobile | 16.343 ms | 4 - 240 MB | NPU
133
+ | YOLOE-Segmentation | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 11.325 ms | 4 - 245 MB | NPU
134
+ | YOLOE-Segmentation | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 6.033 ms | 1 - 302 MB | NPU
135
+ | YOLOE-Segmentation | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 13.156 ms | 1 - 305 MB | NPU
136
+ | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 45.69 ms | 1 - 51 MB | NPU
137
+ | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 8.504 ms | 1 - 51 MB | NPU
138
+ | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 26.722 ms | 1 - 229 MB | NPU
139
+ | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.896 ms | 1 - 32 MB | NPU
140
+ | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® SA8775P | 8.066 ms | 1 - 233 MB | NPU
141
+ | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® SA8650P | 8.066 ms | 1 - 233 MB | NPU
142
+ | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® SA8255P | 8.066 ms | 1 - 233 MB | NPU
143
+ | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® QCS8450 | 13.156 ms | 1 - 305 MB | NPU
144
+ | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.807 ms | 0 - 50 MB | NPU
145
+ | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 155.739 ms | 1 - 242 MB | NPU
146
  | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 13.661 ms | 1 - 229 MB | NPU
147
+ | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.86 ms | 3 - 232 MB | NPU
148
+ | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® SA7255P | 26.722 ms | 1 - 229 MB | NPU
149
+ | YOLOE-Segmentation | TFLITE | w8a8 | Qualcomm® SA8295P | 14.224 ms | 1 - 233 MB | NPU
150
+ | YOLOE-Segmentation | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 4.86 ms | 3 - 232 MB | NPU
151
+ | YOLOE-Segmentation | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.403 ms | 0 - 242 MB | NPU
152
  | YOLOE-Segmentation | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 13.661 ms | 1 - 229 MB | NPU
153
 
154
  ## License