Hugging Face's logo

qualcomm
/
YOLOv8-Segmentation

Image Segmentation
PyTorch
real_time
android
Model card Files
xet
 Community
1
qaihm-bot commited on
Commit
b379a3b
·
verified ·
1 Parent(s): 4211fc3

v0.63.0

Browse files

See https://github.com/qualcomm/ai-hub-models/releases/v0.63.0 for changelog.

Files changed (1) hide show
  1. README.md +126 -136
README.md CHANGED
@@ -15,18 +15,18 @@ pipeline_tag: image-segmentation
15
  Ultralytics YOLOv8 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 YOLOv8-Segmentation found [here](https://github.com/ultralytics/ultralytics/tree/main/ultralytics/models/yolo/segment).
18
- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/yolov8_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/v0.62.2/src/qai_hub_models/models/yolov8_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 [YOLOv8-Segmentation on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/yolov8_seg) for usage instructions.
30
 
31
 
32
  ## Model Details
@@ -44,141 +44,131 @@ See our repository for [YOLOv8-Segmentation on GitHub](https://github.com/qualco
44
  ## Performance Summary
45
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
46
  |---|---|---|---|---|---|---
47
- | YOLOv8-Segmentation | ONNX | float | Snapdragon® X2 Elite | 3.84 ms | 17 - 17 MB | NPU
48
- | YOLOv8-Segmentation | ONNX | float | Snapdragon® X Elite | 7.123 ms | 17 - 17 MB | NPU
49
- | YOLOv8-Segmentation | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.946 ms | 17 - 240 MB | NPU
50
- | YOLOv8-Segmentation | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 12.494 ms | 17 - 223 MB | NPU
51
- | YOLOv8-Segmentation | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 9.339 ms | 15 - 19 MB | NPU
52
- | YOLOv8-Segmentation | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.608 ms | 1 - 119 MB | NPU
53
- | YOLOv8-Segmentation | ONNX | float | Qualcomm® QCS8450 | 12.494 ms | 17 - 223 MB | NPU
54
- | YOLOv8-Segmentation | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 9.101 ms | 15 - 18 MB | NPU
55
- | YOLOv8-Segmentation | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 7.123 ms | 17 - 17 MB | NPU
56
- | YOLOv8-Segmentation | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.724 ms | 12 - 206 MB | NPU
57
- | YOLOv8-Segmentation | ONNX | float | Snapdragon® 8 Elite Mobile | 4.724 ms | 12 - 206 MB | NPU
58
- | YOLOv8-Segmentation | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.258 ms | 14 - 224 MB | NPU
59
- | YOLOv8-Segmentation | ONNX | w8a16 | Snapdragon® X2 Elite | 2.437 ms | 9 - 9 MB | NPU
60
- | YOLOv8-Segmentation | ONNX | w8a16 | Snapdragon® X Elite | 5.719 ms | 7 - 7 MB | NPU
61
- | YOLOv8-Segmentation | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.322 ms | 0 - 101 MB | NPU
62
- | YOLOv8-Segmentation | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 6.888 ms | 8 - 108 MB | NPU
63
- | YOLOv8-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 18.723 ms | 8 - 10 MB | NPU
64
- | YOLOv8-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 4.926 ms | 8 - 11 MB | NPU
65
- | YOLOv8-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.42 ms | 6 - 11 MB | NPU
66
- | YOLOv8-Segmentation | ONNX | w8a16 | Qualcomm® QCS8450 | 6.888 ms | 8 - 108 MB | NPU
67
- | YOLOv8-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 5.901 ms | 8 - 10 MB | NPU
68
- | YOLOv8-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 5.719 ms | 7 - 7 MB | NPU
69
- | YOLOv8-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 31.925 ms | 9 - 208 MB | NPU
70
- | YOLOv8-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 7.388 ms | 8 - 199 MB | NPU
71
- | YOLOv8-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.499 ms | 0 - 78 MB | NPU
72
- | YOLOv8-Segmentation | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.499 ms | 0 - 78 MB | NPU
73
- | YOLOv8-Segmentation | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.253 ms | 0 - 83 MB | NPU
74
- | YOLOv8-Segmentation | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 7.388 ms | 8 - 199 MB | NPU
75
- | YOLOv8-Segmentation | ONNX | w8a8 | Snapdragon® X2 Elite | 0.782 ms | 3 - 3 MB | NPU
76
- | YOLOv8-Segmentation | ONNX | w8a8 | Snapdragon® X Elite | 1.832 ms | 1 - 1 MB | NPU
77
- | YOLOv8-Segmentation | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.202 ms | 0 - 76 MB | NPU
78
- | YOLOv8-Segmentation | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.245 ms | 0 - 78 MB | NPU
79
- | YOLOv8-Segmentation | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 7.206 ms | 3 - 6 MB | NPU
80
- | YOLOv8-Segmentation | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.952 ms | 0 - 4 MB | NPU
81
- | YOLOv8-Segmentation | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.776 ms | 0 - 5 MB | NPU
82
- | YOLOv8-Segmentation | ONNX | w8a8 | Qualcomm® QCS8450 | 2.245 ms | 0 - 78 MB | NPU
83
- | YOLOv8-Segmentation | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 2.084 ms | 0 - 3 MB | NPU
84
- | YOLOv8-Segmentation | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.832 ms | 1 - 1 MB | NPU
85
- | YOLOv8-Segmentation | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 11.957 ms | 3 - 181 MB | NPU
86
- | YOLOv8-Segmentation | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 2.383 ms | 0 - 172 MB | NPU
87
- | YOLOv8-Segmentation | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.849 ms | 0 - 53 MB | NPU
88
- | YOLOv8-Segmentation | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.849 ms | 0 - 53 MB | NPU
89
- | YOLOv8-Segmentation | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.733 ms | 0 - 58 MB | NPU
90
- | YOLOv8-Segmentation | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.383 ms | 0 - 172 MB | NPU
91
- | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® X2 Elite | 3.135 ms | 5 - 5 MB | NPU
92
- | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® X Elite | 5.027 ms | 5 - 5 MB | NPU
93
- | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.441 ms | 5 - 212 MB | NPU
94
- | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 9.381 ms | 5 - 199 MB | NPU
95
- | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 6.406 ms | 5 - 16 MB | NPU
96
- | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.645 ms | 5 - 6 MB | NPU
97
- | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® SA8775P | 6.528 ms | 0 - 182 MB | NPU
98
- | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® SA8650P | 6.528 ms | 0 - 182 MB | NPU
99
- | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® SA8255P | 6.528 ms | 0 - 182 MB | NPU
100
- | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® QCS8450 | 9.381 ms | 5 - 199 MB | NPU
101
- | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 6.257 ms | 5 - 15 MB | NPU
102
- | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 5.027 ms | 5 - 5 MB | NPU
103
- | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.804 ms | 0 - 180 MB | NPU
104
- | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® SA7255P | 17.144 ms | 1 - 181 MB | NPU
105
- | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® SA8295P | 9.397 ms | 0 - 166 MB | NPU
106
- | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 2.804 ms | 0 - 180 MB | NPU
107
- | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.062 ms | 5 - 200 MB | NPU
108
- | YOLOv8-Segmentation | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.995 ms | 2 - 2 MB | NPU
109
- | YOLOv8-Segmentation | QNN_DLC | w8a16 | Snapdragon® X Elite | 4.296 ms | 2 - 2 MB | NPU
110
- | YOLOv8-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.545 ms | 2 - 81 MB | NPU
111
- | YOLOv8-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 4.907 ms | 2 - 83 MB | NPU
112
- | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 14.729 ms | 1 - 7 MB | NPU
113
- | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 3.824 ms | 2 - 9 MB | NPU
114
- | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.792 ms | 2 - 4 MB | NPU
115
- | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.5 ms | 1 - 59 MB | NPU
116
  | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8650P | 4.5 ms | 1 - 59 MB | NPU
117
  | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8255P | 4.5 ms | 1 - 59 MB | NPU
118
- | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 4.907 ms | 2 - 83 MB | NPU
119
- | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 4.266 ms | 0 - 6 MB | NPU
120
- | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 4.296 ms | 2 - 2 MB | NPU
121
- | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 22.874 ms | 2 - 176 MB | NPU
122
- | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 5.552 ms | 2 - 177 MB | NPU
123
- | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 1.759 ms | 0 - 58 MB | NPU
124
- | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA7255P | 7.848 ms | 1 - 58 MB | NPU
125
- | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8295P | 5.171 ms | 0 - 55 MB | NPU
126
- | YOLOv8-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 1.759 ms | 0 - 58 MB | NPU
127
- | YOLOv8-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.446 ms | 2 - 66 MB | NPU
128
- | YOLOv8-Segmentation | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 5.552 ms | 2 - 177 MB | NPU
129
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.924 ms | 1 - 1 MB | NPU
130
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.84 ms | 1 - 1 MB | NPU
131
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.093 ms | 1 - 54 MB | NPU
132
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.021 ms | 1 - 60 MB | NPU
133
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 5.508 ms | 1 - 5 MB | NPU
134
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.689 ms | 1 - 5 MB | NPU
135
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.586 ms | 1 - 6 MB | NPU
136
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA8775P | 2.058 ms | 0 - 43 MB | NPU
137
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA8650P | 2.058 ms | 0 - 43 MB | NPU
138
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA8255P | 2.058 ms | 0 - 43 MB | NPU
139
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 2.021 ms | 1 - 60 MB | NPU
140
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.826 ms | 1 - 5 MB | NPU
141
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.84 ms | 1 - 1 MB | NPU
142
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 10.683 ms | 1 - 163 MB | NPU
143
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.842 ms | 0 - 42 MB | NPU
144
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.793 ms | 0 - 38 MB | NPU
145
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA7255P | 3.802 ms | 1 - 41 MB | NPU
146
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA8295P | 2.525 ms | 1 - 39 MB | NPU
147
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.793 ms | 0 - 38 MB | NPU
148
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.668 ms | 1 - 40 MB | NPU
149
- | YOLOv8-Segmentation | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.842 ms | 0 - 42 MB | NPU
150
- | YOLOv8-Segmentation | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 3.017 ms | 0 - 109 MB | NPU
151
- | YOLOv8-Segmentation | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 8.686 ms | 4 - 90 MB | NPU
152
- | YOLOv8-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 5.915 ms | 4 - 24 MB | NPU
153
- | YOLOv8-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.072 ms | 4 - 6 MB | NPU
154
- | YOLOv8-Segmentation | TFLITE | float | Qualcomm® SA8775P | 5.995 ms | 4 - 88 MB | NPU
155
- | YOLOv8-Segmentation | TFLITE | float | Qualcomm® SA8650P | 5.995 ms | 4 - 88 MB | NPU
156
- | YOLOv8-Segmentation | TFLITE | float | Qualcomm® SA8255P | 5.995 ms | 4 - 88 MB | NPU
157
- | YOLOv8-Segmentation | TFLITE | float | Qualcomm® QCS8450 | 8.686 ms | 4 - 90 MB | NPU
158
- | YOLOv8-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 5.737 ms | 4 - 23 MB | NPU
159
- | YOLOv8-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 2.275 ms | 0 - 94 MB | NPU
160
- | YOLOv8-Segmentation | TFLITE | float | Qualcomm® SA7255P | 16.245 ms | 4 - 81 MB | NPU
161
- | YOLOv8-Segmentation | TFLITE | float | Qualcomm® SA8295P | 8.549 ms | 4 - 60 MB | NPU
162
- | YOLOv8-Segmentation | TFLITE | float | Snapdragon® 8 Elite Mobile | 2.275 ms | 0 - 94 MB | NPU
163
- | YOLOv8-Segmentation | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.882 ms | 0 - 93 MB | NPU
164
- | YOLOv8-Segmentation | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.051 ms | 0 - 55 MB | NPU
165
- | YOLOv8-Segmentation | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.954 ms | 0 - 58 MB | NPU
166
- | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 5.545 ms | 1 - 9 MB | NPU
167
- | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.64 ms | 0 - 9 MB | NPU
168
- | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.506 ms | 0 - 99 MB | NPU
169
- | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® SA8775P | 1.968 ms | 0 - 43 MB | NPU
170
- | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® SA8650P | 1.968 ms | 0 - 43 MB | NPU
171
- | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® SA8255P | 1.968 ms | 0 - 43 MB | NPU
172
- | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.954 ms | 0 - 58 MB | NPU
173
- | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.815 ms | 0 - 8 MB | NPU
174
- | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 10.774 ms | 1 - 164 MB | NPU
175
- | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.797 ms | 0 - 39 MB | NPU
176
- | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.756 ms | 0 - 38 MB | NPU
177
- | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® SA7255P | 3.608 ms | 1 - 41 MB | NPU
178
- | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® SA8295P | 2.449 ms | 0 - 37 MB | NPU
179
- | YOLOv8-Segmentation | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.756 ms | 0 - 38 MB | NPU
180
- | YOLOv8-Segmentation | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.662 ms | 0 - 45 MB | NPU
181
- | YOLOv8-Segmentation | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.797 ms | 0 - 39 MB | NPU
182
 
183
  ## License
184
  * The license for the original implementation of YOLOv8-Segmentation can be found
 
15
  Ultralytics YOLOv8 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 YOLOv8-Segmentation found [here](https://github.com/ultralytics/ultralytics/tree/main/ultralytics/models/yolo/segment).
18
+ This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/yolov8_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/v0.63.0/src/qai_hub_models/models/yolov8_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 [YOLOv8-Segmentation on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/yolov8_seg) 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
+ | YOLOv8-Segmentation | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.908 ms | 1 - 188 MB | NPU
48
+ | YOLOv8-Segmentation | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.279 ms | 0 - 172 MB | NPU
49
+ | YOLOv8-Segmentation | ONNX | float | Snapdragon® X2 Elite | 3.111 ms | 17 - 17 MB | NPU
50
+ | YOLOv8-Segmentation | ONNX | float | Snapdragon® X Elite | 6.706 ms | 17 - 17 MB | NPU
51
+ | YOLOv8-Segmentation | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.959 ms | 2 - 210 MB | NPU
52
+ | YOLOv8-Segmentation | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 10.561 ms | 17 - 217 MB | NPU
53
+ | YOLOv8-Segmentation | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 7.769 ms | 15 - 19 MB | NPU
54
+ | YOLOv8-Segmentation | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.497 ms | 12 - 19 MB | NPU
55
+ | YOLOv8-Segmentation | ONNX | float | Qualcomm® QCS8450 | 10.561 ms | 17 - 217 MB | NPU
56
+ | YOLOv8-Segmentation | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 8.103 ms | 15 - 18 MB | NPU
57
+ | YOLOv8-Segmentation | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 6.706 ms | 17 - 17 MB | NPU
58
+ | YOLOv8-Segmentation | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 3.279 ms | 0 - 172 MB | NPU
59
+ | YOLOv8-Segmentation | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.224 ms | 0 - 84 MB | NPU
60
+ | YOLOv8-Segmentation | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2.442 ms | 0 - 82 MB | NPU
61
+ | YOLOv8-Segmentation | ONNX | w8a16 | Snapdragon® X2 Elite | 2.373 ms | 9 - 9 MB | NPU
62
+ | YOLOv8-Segmentation | ONNX | w8a16 | Snapdragon® X Elite | 5.65 ms | 7 - 7 MB | NPU
63
+ | YOLOv8-Segmentation | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.31 ms | 2 - 107 MB | NPU
64
+ | YOLOv8-Segmentation | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 6.728 ms | 8 - 111 MB | NPU
65
+ | YOLOv8-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 20.35 ms | 8 - 11 MB | NPU
66
+ | YOLOv8-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 4.86 ms | 8 - 12 MB | NPU
67
+ | YOLOv8-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.338 ms | 6 - 11 MB | NPU
68
+ | YOLOv8-Segmentation | ONNX | w8a16 | Qualcomm® QCS8450 | 6.728 ms | 8 - 111 MB | NPU
69
+ | YOLOv8-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 5.833 ms | 8 - 11 MB | NPU
70
+ | YOLOv8-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 5.65 ms | 7 - 7 MB | NPU
71
+ | YOLOv8-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 45.862 ms | 8 - 198 MB | NPU
72
+ | YOLOv8-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 7.384 ms | 8 - 192 MB | NPU
73
+ | YOLOv8-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.442 ms | 0 - 82 MB | NPU
74
+ | YOLOv8-Segmentation | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 7.384 ms | 8 - 192 MB | NPU
75
+ | YOLOv8-Segmentation | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.73 ms | 0 - 58 MB | NPU
76
+ | YOLOv8-Segmentation | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.834 ms | 0 - 57 MB | NPU
77
+ | YOLOv8-Segmentation | ONNX | w8a8 | Snapdragon® X2 Elite | 0.766 ms | 3 - 3 MB | NPU
78
+ | YOLOv8-Segmentation | ONNX | w8a8 | Snapdragon® X Elite | 1.838 ms | 1 - 1 MB | NPU
79
+ | YOLOv8-Segmentation | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.193 ms | 0 - 77 MB | NPU
80
+ | YOLOv8-Segmentation | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2.195 ms | 0 - 80 MB | NPU
81
+ | YOLOv8-Segmentation | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 5.229 ms | 3 - 7 MB | NPU
82
+ | YOLOv8-Segmentation | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.897 ms | 0 - 4 MB | NPU
83
+ | YOLOv8-Segmentation | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.773 ms | 0 - 5 MB | NPU
84
+ | YOLOv8-Segmentation | ONNX | w8a8 | Qualcomm® QCS8450 | 2.195 ms | 0 - 80 MB | NPU
85
+ | YOLOv8-Segmentation | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 2.075 ms | 0 - 3 MB | NPU
86
+ | YOLOv8-Segmentation | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.838 ms | 1 - 1 MB | NPU
87
+ | YOLOv8-Segmentation | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 12.136 ms | 0 - 170 MB | NPU
88
+ | YOLOv8-Segmentation | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 2.353 ms | 0 - 164 MB | NPU
89
+ | YOLOv8-Segmentation | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.834 ms | 0 - 57 MB | NPU
90
+ | YOLOv8-Segmentation | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.353 ms | 0 - 164 MB | NPU
91
+ | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.084 ms | 4 - 175 MB | NPU
92
+ | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.901 ms | 5 - 174 MB | NPU
93
+ | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® X2 Elite | 2.894 ms | 5 - 5 MB | NPU
94
+ | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® X Elite | 5.128 ms | 5 - 5 MB | NPU
95
+ | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.36 ms | 5 - 200 MB | NPU
96
+ | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 8.699 ms | 5 - 194 MB | NPU
97
+ | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 6.356 ms | 5 - 17 MB | NPU
98
+ | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.589 ms | 5 - 7 MB | NPU
99
+ | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® QCS8450 | 8.699 ms | 5 - 194 MB | NPU
100
+ | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 6.298 ms | 5 - 16 MB | NPU
101
+ | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 5.128 ms | 5 - 5 MB | NPU
102
+ | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.901 ms | 5 - 174 MB | NPU
103
+ | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® SA8295P | 9.181 ms | 0 - 160 MB | NPU
104
+ | YOLOv8-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.478 ms | 2 - 65 MB | NPU
105
+ | YOLOv8-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.739 ms | 2 - 64 MB | NPU
106
+ | YOLOv8-Segmentation | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.947 ms | 2 - 2 MB | NPU
107
+ | YOLOv8-Segmentation | QNN_DLC | w8a16 | Snapdragon® X Elite | 4.26 ms | 2 - 2 MB | NPU
108
+ | YOLOv8-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.542 ms | 2 - 81 MB | NPU
109
+ | YOLOv8-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 4.728 ms | 2 - 86 MB | NPU
110
+ | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 11.803 ms | 1 - 7 MB | NPU
111
+ | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 3.807 ms | 1 - 9 MB | NPU
112
+ | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.82 ms | 2 - 4 MB | NPU
 
 
 
113
  | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8650P | 4.5 ms | 1 - 59 MB | NPU
114
  | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8255P | 4.5 ms | 1 - 59 MB | NPU
115
+ | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 4.728 ms | 2 - 86 MB | NPU
116
+ | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 4.244 ms | 2 - 9 MB | NPU
117
+ | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 4.26 ms | 2 - 2 MB | NPU
118
+ | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 23.377 ms | 2 - 174 MB | NPU
119
+ | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 4.537 ms | 2 - 170 MB | NPU
120
+ | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 1.739 ms | 2 - 64 MB | NPU
121
+ | YOLOv8-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8295P | 5.049 ms | 0 - 59 MB | NPU
122
+ | YOLOv8-Segmentation | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 4.537 ms | 2 - 170 MB | NPU
123
+ | YOLOv8-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.662 ms | 1 - 46 MB | NPU
124
+ | YOLOv8-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.796 ms | 1 - 43 MB | NPU
125
+ | YOLOv8-Segmentation | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.909 ms | 1 - 1 MB | NPU
126
+ | YOLOv8-Segmentation | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.839 ms | 1 - 1 MB | NPU
127
+ | YOLOv8-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.082 ms | 1 - 60 MB | NPU
128
+ | YOLOv8-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.949 ms | 1 - 63 MB | NPU
129
+ | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4.619 ms | 1 - 5 MB | NPU
130
+ | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.684 ms | 1 - 6 MB | NPU
131
+ | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.581 ms | 1 - 3 MB | NPU
132
+ | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 1.949 ms | 1 - 63 MB | NPU
133
+ | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.815 ms | 0 - 5 MB | NPU
134
+ | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.839 ms | 1 - 1 MB | NPU
135
+ | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 10.846 ms | 1 - 157 MB | NPU
136
+ | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.819 ms | 1 - 44 MB | NPU
137
+ | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.796 ms | 1 - 43 MB | NPU
138
+ | YOLOv8-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA8295P | 2.399 ms | 1 - 43 MB | NPU
139
+ | YOLOv8-Segmentation | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.819 ms | 1 - 44 MB | NPU
140
+ | YOLOv8-Segmentation | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.891 ms | 0 - 77 MB | NPU
141
+ | YOLOv8-Segmentation | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.204 ms | 0 - 64 MB | NPU
142
+ | YOLOv8-Segmentation | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.925 ms | 0 - 96 MB | NPU
143
+ | YOLOv8-Segmentation | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 7.962 ms | 4 - 92 MB | NPU
144
+ | YOLOv8-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 5.864 ms | 4 - 25 MB | NPU
145
+ | YOLOv8-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.106 ms | 4 - 15 MB | NPU
146
+ | YOLOv8-Segmentation | TFLITE | float | Qualcomm® SA8775P | 33.835 ms | 7 - 39 MB | GPU
147
+ | YOLOv8-Segmentation | TFLITE | float | Qualcomm® SA8650P | 33.835 ms | 7 - 39 MB | GPU
148
+ | YOLOv8-Segmentation | TFLITE | float | Qualcomm® SA8255P | 33.835 ms | 7 - 39 MB | GPU
149
+ | YOLOv8-Segmentation | TFLITE | float | Qualcomm® QCS8450 | 7.962 ms | 4 - 92 MB | NPU
150
+ | YOLOv8-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 5.717 ms | 4 - 24 MB | NPU
151
+ | YOLOv8-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 2.204 ms | 0 - 64 MB | NPU
152
+ | YOLOv8-Segmentation | TFLITE | float | Qualcomm® SA7255P | 71.894 ms | 7 - 36 MB | GPU
153
+ | YOLOv8-Segmentation | TFLITE | float | Qualcomm® SA8295P | 8.475 ms | 4 - 61 MB | NPU
154
+ | YOLOv8-Segmentation | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.666 ms | 0 - 43 MB | NPU
155
+ | YOLOv8-Segmentation | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.759 ms | 0 - 41 MB | NPU
156
+ | YOLOv8-Segmentation | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.037 ms | 0 - 57 MB | NPU
157
+ | YOLOv8-Segmentation | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.896 ms | 0 - 63 MB | NPU
158
+ | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4.497 ms | 1 - 9 MB | NPU
159
+ | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.633 ms | 0 - 9 MB | NPU
160
+ | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.518 ms | 0 - 9 MB | NPU
161
+ | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® SA8775P | 36.102 ms | 14 - 47 MB | GPU
162
+ | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® SA8650P | 36.102 ms | 14 - 47 MB | GPU
163
+ | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® SA8255P | 36.102 ms | 14 - 47 MB | GPU
164
+ | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.896 ms | 0 - 63 MB | NPU
165
+ | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.764 ms | 0 - 9 MB | NPU
166
+ | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 10.722 ms | 1 - 157 MB | NPU
167
+ | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.786 ms | 0 - 41 MB | NPU
168
+ | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.759 ms | 0 - 41 MB | NPU
169
+ | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® SA7255P | 77.827 ms | 14 - 44 MB | GPU
170
+ | YOLOv8-Segmentation | TFLITE | w8a8 | Qualcomm® SA8295P | 2.312 ms | 0 - 40 MB | NPU
171
+ | YOLOv8-Segmentation | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.786 ms | 0 - 41 MB | NPU
 
 
 
 
 
 
 
172
 
173
  ## License
174
  * The license for the original implementation of YOLOv8-Segmentation can be found