Hugging Face's logo

qualcomm
/
RangeNet-Plus-Plus

Other
PyTorch
real_time
bu_auto
android
Model card Files
xet
 Community
qaihm-bot commited on
Commit
64f3466
·
verified ·
1 Parent(s): f811aa7

v0.64.0

Browse files

See https://github.com/qualcomm/ai-hub-models/releases/v0.64.0 for changelog.

Files changed (2) hide show
  1. README.md +86 -85
  2. release_assets.json +8 -8
README.md CHANGED
@@ -16,7 +16,7 @@ pipeline_tag: other
16
  RangeNet-Plus-Plus (also stylized as RangeNet++) projects a LiDAR point cloud onto a 5-channel range image (depth, x, y, z, intensity) and applies a DarkNet-53 encoder with a decoder head to predict per-point semantic class labels in real time.
17
 
18
  This is based on the implementation of RangeNet-Plus-Plus found [here](https://github.com/PRBonn/lidar-bonnetal).
19
- 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/rangenet_plus_plus) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
20
 
21
  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.
22
 
@@ -29,25 +29,25 @@ Below are pre-exported model assets ready for deployment.
29
 
30
  | Runtime | Precision | Chipset | SDK Versions | Download |
31
  |---|---|---|---|---|
32
- | ONNX | float | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rangenet_plus_plus/releases/v0.63.0/rangenet_plus_plus-onnx-float.zip)
33
- | ONNX | w8a16 | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rangenet_plus_plus/releases/v0.63.0/rangenet_plus_plus-onnx-w8a16.zip)
34
- | QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rangenet_plus_plus/releases/v0.63.0/rangenet_plus_plus-qnn_dlc-float.zip)
35
- | QNN_DLC | w8a16 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rangenet_plus_plus/releases/v0.63.0/rangenet_plus_plus-qnn_dlc-w8a16.zip)
36
- | TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rangenet_plus_plus/releases/v0.63.0/rangenet_plus_plus-tflite-float.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[RangeNet-Plus-Plus on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/rangenet_plus_plus)**.
39
 
40
 
41
  ### Option 2: Export with Custom Configurations
42
 
43
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/rangenet_plus_plus) Python library to compile and export the model with your own:
44
  - Custom weights (e.g., fine-tuned checkpoints)
45
  - Custom input shapes
46
  - Target device and runtime configurations
47
 
48
  This option is ideal if you need to customize the model beyond the default configuration provided here.
49
 
50
- See our repository for [RangeNet-Plus-Plus on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/rangenet_plus_plus) for usage instructions.
51
 
52
  ## Model Details
53
 
@@ -63,83 +63,84 @@ See our repository for [RangeNet-Plus-Plus on GitHub](https://github.com/qualcom
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
- | RangeNet-Plus-Plus | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 43.136 ms | 24 - 360 MB | NPU
67
- | RangeNet-Plus-Plus | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 59.67 ms | 21 - 332 MB | NPU
68
- | RangeNet-Plus-Plus | ONNX | float | Snapdragon® X2 Elite | 49.72 ms | 33 - 33 MB | NPU
69
- | RangeNet-Plus-Plus | ONNX | float | Snapdragon® X Elite | 98.486 ms | 101 - 101 MB | NPU
70
- | RangeNet-Plus-Plus | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 76.691 ms | 0 - 450 MB | NPU
71
- | RangeNet-Plus-Plus | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 222.22 ms | 1 - 446 MB | NPU
72
- | RangeNet-Plus-Plus | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 176.55 ms | 21 - 28 MB | NPU
73
- | RangeNet-Plus-Plus | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 102.453 ms | 0 - 112 MB | NPU
74
- | RangeNet-Plus-Plus | ONNX | float | Qualcomm® QCS8450 | 222.22 ms | 1 - 446 MB | NPU
75
- | RangeNet-Plus-Plus | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 150.417 ms | 21 - 27 MB | NPU
76
- | RangeNet-Plus-Plus | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 98.486 ms | 101 - 101 MB | NPU
77
- | RangeNet-Plus-Plus | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 59.67 ms | 21 - 332 MB | NPU
78
- | RangeNet-Plus-Plus | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 28.087 ms | 11 - 353 MB | NPU
79
- | RangeNet-Plus-Plus | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 38.797 ms | 14 - 346 MB | NPU
80
- | RangeNet-Plus-Plus | ONNX | w8a16 | Snapdragon® X2 Elite | 32.071 ms | 18 - 18 MB | NPU
81
- | RangeNet-Plus-Plus | ONNX | w8a16 | Snapdragon® X Elite | 60.977 ms | 52 - 52 MB | NPU
82
- | RangeNet-Plus-Plus | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 48.393 ms | 0 - 460 MB | NPU
83
- | RangeNet-Plus-Plus | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 95.074 ms | 0 - 570 MB | NPU
84
- | RangeNet-Plus-Plus | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 408.191 ms | 26 - 31 MB | NPU
85
- | RangeNet-Plus-Plus | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 62.931 ms | 11 - 16 MB | NPU
86
- | RangeNet-Plus-Plus | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 61.608 ms | 0 - 58 MB | NPU
87
- | RangeNet-Plus-Plus | ONNX | w8a16 | Qualcomm® QCS8450 | 95.074 ms | 0 - 570 MB | NPU
88
- | RangeNet-Plus-Plus | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 58.107 ms | 14 - 18 MB | NPU
89
- | RangeNet-Plus-Plus | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 60.977 ms | 52 - 52 MB | NPU
90
- | RangeNet-Plus-Plus | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 1592.222 ms | 0 - 726 MB | NPU
91
- | RangeNet-Plus-Plus | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 118.454 ms | 28 - 476 MB | NPU
92
- | RangeNet-Plus-Plus | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 38.797 ms | 14 - 346 MB | NPU
93
- | RangeNet-Plus-Plus | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 118.454 ms | 28 - 476 MB | NPU
94
- | RangeNet-Plus-Plus | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 44.729 ms | 3 - 332 MB | NPU
95
- | RangeNet-Plus-Plus | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 60.768 ms | 0 - 304 MB | NPU
96
- | RangeNet-Plus-Plus | QNN_DLC | float | Snapdragon® X2 Elite | 49.596 ms | 3 - 3 MB | NPU
97
- | RangeNet-Plus-Plus | QNN_DLC | float | Snapdragon® X Elite | 98.956 ms | 3 - 3 MB | NPU
98
- | RangeNet-Plus-Plus | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 77.224 ms | 3 - 451 MB | NPU
99
- | RangeNet-Plus-Plus | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 181.194 ms | 3 - 439 MB | NPU
100
- | RangeNet-Plus-Plus | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 176.544 ms | 3 - 18 MB | NPU
101
- | RangeNet-Plus-Plus | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 100.72 ms | 3 - 5 MB | NPU
102
- | RangeNet-Plus-Plus | QNN_DLC | float | Qualcomm® SA8650P | 152.862 ms | 1 - 334 MB | NPU
103
- | RangeNet-Plus-Plus | QNN_DLC | float | Qualcomm® SA8255P | 152.862 ms | 1 - 334 MB | NPU
104
- | RangeNet-Plus-Plus | QNN_DLC | float | Qualcomm® QCS8450 | 181.194 ms | 3 - 439 MB | NPU
105
- | RangeNet-Plus-Plus | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 150.135 ms | 3 - 17 MB | NPU
106
- | RangeNet-Plus-Plus | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 98.956 ms | 3 - 3 MB | NPU
107
- | RangeNet-Plus-Plus | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 60.768 ms | 0 - 304 MB | NPU
108
- | RangeNet-Plus-Plus | QNN_DLC | float | Qualcomm® SA7255P | 592.921 ms | 1 - 319 MB | NPU
109
- | RangeNet-Plus-Plus | QNN_DLC | float | Qualcomm® SA8295P | 166.76 ms | 0 - 312 MB | NPU
110
- | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 26.981 ms | 1 - 330 MB | NPU
111
- | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 40.943 ms | 1 - 326 MB | NPU
112
- | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 32.084 ms | 1 - 1 MB | NPU
113
- | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Snapdragon® X Elite | 61.492 ms | 1 - 1 MB | NPU
114
- | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 48.449 ms | 1 - 452 MB | NPU
115
- | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 98.146 ms | 1 - 563 MB | NPU
116
- | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 403.134 ms | 3 - 11 MB | NPU
117
- | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 63.646 ms | 1 - 10 MB | NPU
118
- | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 61.311 ms | 1 - 3 MB | NPU
119
- | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® SA8650P | 62.375 ms | 1 - 326 MB | NPU
120
- | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® SA8255P | 62.375 ms | 1 - 326 MB | NPU
121
- | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 98.146 ms | 1 - 563 MB | NPU
122
- | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 57.543 ms | 1 - 9 MB | NPU
123
- | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 61.492 ms | 1 - 1 MB | NPU
124
- | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 1598.647 ms | 2 - 704 MB | NPU
125
- | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 115.095 ms | 1 - 437 MB | NPU
126
- | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 40.943 ms | 1 - 326 MB | NPU
127
- | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® SA7255P | 186.577 ms | 2 - 318 MB | NPU
128
- | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® SA8295P | 101.809 ms | 2 - 412 MB | NPU
129
- | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 115.095 ms | 1 - 437 MB | NPU
130
- | RangeNet-Plus-Plus | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 43.631 ms | 0 - 307 MB | NPU
131
- | RangeNet-Plus-Plus | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 61.186 ms | 12 - 296 MB | NPU
132
- | RangeNet-Plus-Plus | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 78.205 ms | 12 - 522 MB | NPU
133
- | RangeNet-Plus-Plus | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 186.706 ms | 13 - 504 MB | NPU
134
- | RangeNet-Plus-Plus | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 178.935 ms | 13 - 134 MB | NPU
135
- | RangeNet-Plus-Plus | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 100.128 ms | 5 - 401 MB | NPU
136
- | RangeNet-Plus-Plus | TFLITE | float | Qualcomm® SA8650P | 153.857 ms | 13 - 322 MB | NPU
137
- | RangeNet-Plus-Plus | TFLITE | float | Qualcomm® SA8255P | 153.857 ms | 13 - 322 MB | NPU
138
- | RangeNet-Plus-Plus | TFLITE | float | Qualcomm® QCS8450 | 186.706 ms | 13 - 504 MB | NPU
139
- | RangeNet-Plus-Plus | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 153.321 ms | 12 - 132 MB | NPU
140
- | RangeNet-Plus-Plus | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 61.186 ms | 12 - 296 MB | NPU
141
- | RangeNet-Plus-Plus | TFLITE | float | Qualcomm® SA7255P | 592.906 ms | 13 - 307 MB | NPU
142
- | RangeNet-Plus-Plus | TFLITE | float | Qualcomm® SA8295P | 167.763 ms | 13 - 301 MB | NPU
 
143
 
144
  ## License
145
  * The license for the original implementation of RangeNet-Plus-Plus can be found
 
16
  RangeNet-Plus-Plus (also stylized as RangeNet++) projects a LiDAR point cloud onto a 5-channel range image (depth, x, y, z, intensity) and applies a DarkNet-53 encoder with a decoder head to predict per-point semantic class labels in real time.
17
 
18
  This is based on the implementation of RangeNet-Plus-Plus found [here](https://github.com/PRBonn/lidar-bonnetal).
19
+ 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/v0.64.0/src/qai_hub_models/models/rangenet_plus_plus) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
20
 
21
  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.
22
 
 
29
 
30
  | Runtime | Precision | Chipset | SDK Versions | Download |
31
  |---|---|---|---|---|
32
+ | ONNX | float | Universal | QAIRT 2.50, ONNX Runtime 1.30.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rangenet_plus_plus/releases/v0.64.0/rangenet_plus_plus-onnx-float.zip)
33
+ | ONNX | w8a16 | Universal | QAIRT 2.50, ONNX Runtime 1.30.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rangenet_plus_plus/releases/v0.64.0/rangenet_plus_plus-onnx-w8a16.zip)
34
+ | QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rangenet_plus_plus/releases/v0.64.0/rangenet_plus_plus-qnn_dlc-float.zip)
35
+ | QNN_DLC | w8a16 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rangenet_plus_plus/releases/v0.64.0/rangenet_plus_plus-qnn_dlc-w8a16.zip)
36
+ | TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rangenet_plus_plus/releases/v0.64.0/rangenet_plus_plus-tflite-float.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[RangeNet-Plus-Plus on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/rangenet_plus_plus)**.
39
 
40
 
41
  ### Option 2: Export with Custom Configurations
42
 
43
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.64.0/src/qai_hub_models/models/rangenet_plus_plus) Python library to compile and export the model with your own:
44
  - Custom weights (e.g., fine-tuned checkpoints)
45
  - Custom input shapes
46
  - Target device and runtime configurations
47
 
48
  This option is ideal if you need to customize the model beyond the default configuration provided here.
49
 
50
+ See our repository for [RangeNet-Plus-Plus on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.64.0/src/qai_hub_models/models/rangenet_plus_plus) for usage instructions.
51
 
52
  ## Model Details
53
 
 
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
+ | RangeNet-Plus-Plus | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 43.643 ms | 21 - 357 MB | NPU
67
+ | RangeNet-Plus-Plus | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 59.496 ms | 23 - 334 MB | NPU
68
+ | RangeNet-Plus-Plus | ONNX | float | Snapdragon® X2 Elite | 49.351 ms | 35 - 35 MB | NPU
69
+ | RangeNet-Plus-Plus | ONNX | float | Snapdragon® X Elite | 98.493 ms | 102 - 102 MB | NPU
70
+ | RangeNet-Plus-Plus | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 77.022 ms | 0 - 449 MB | NPU
71
+ | RangeNet-Plus-Plus | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 204.893 ms | 0 - 445 MB | NPU
72
+ | RangeNet-Plus-Plus | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 176.809 ms | 21 - 28 MB | NPU
73
+ | RangeNet-Plus-Plus | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 106.323 ms | 23 - 25 MB | NPU
74
+ | RangeNet-Plus-Plus | ONNX | float | Qualcomm® QCS8450 | 204.893 ms | 0 - 445 MB | NPU
75
+ | RangeNet-Plus-Plus | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 151.522 ms | 22 - 28 MB | NPU
76
+ | RangeNet-Plus-Plus | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 98.493 ms | 102 - 102 MB | NPU
77
+ | RangeNet-Plus-Plus | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 59.496 ms | 23 - 334 MB | NPU
78
+ | RangeNet-Plus-Plus | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 27.943 ms | 12 - 353 MB | NPU
79
+ | RangeNet-Plus-Plus | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 38.489 ms | 11 - 344 MB | NPU
80
+ | RangeNet-Plus-Plus | ONNX | w8a16 | Snapdragon® X2 Elite | 32.559 ms | 18 - 18 MB | NPU
81
+ | RangeNet-Plus-Plus | ONNX | w8a16 | Snapdragon® X Elite | 61.13 ms | 52 - 52 MB | NPU
82
+ | RangeNet-Plus-Plus | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 48.155 ms | 0 - 461 MB | NPU
83
+ | RangeNet-Plus-Plus | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 98.848 ms | 0 - 569 MB | NPU
84
+ | RangeNet-Plus-Plus | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 408.444 ms | 24 - 28 MB | NPU
85
+ | RangeNet-Plus-Plus | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 62.711 ms | 10 - 16 MB | NPU
86
+ | RangeNet-Plus-Plus | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 63.873 ms | 0 - 57 MB | NPU
87
+ | RangeNet-Plus-Plus | ONNX | w8a16 | Qualcomm® QCS8450 | 98.848 ms | 0 - 569 MB | NPU
88
+ | RangeNet-Plus-Plus | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 58.204 ms | 14 - 18 MB | NPU
89
+ | RangeNet-Plus-Plus | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 61.13 ms | 52 - 52 MB | NPU
90
+ | RangeNet-Plus-Plus | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 1536.611 ms | 0 - 722 MB | NPU
91
+ | RangeNet-Plus-Plus | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 116.805 ms | 29 - 475 MB | NPU
92
+ | RangeNet-Plus-Plus | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 38.489 ms | 11 - 344 MB | NPU
93
+ | RangeNet-Plus-Plus | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 116.805 ms | 29 - 475 MB | NPU
94
+ | RangeNet-Plus-Plus | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 43.72 ms | 3 - 332 MB | NPU
95
+ | RangeNet-Plus-Plus | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 60.681 ms | 0 - 306 MB | NPU
96
+ | RangeNet-Plus-Plus | QNN_DLC | float | Snapdragon® X2 Elite | 49.857 ms | 3 - 3 MB | NPU
97
+ | RangeNet-Plus-Plus | QNN_DLC | float | Snapdragon® X Elite | 98.523 ms | 3 - 3 MB | NPU
98
+ | RangeNet-Plus-Plus | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 77.193 ms | 3 - 449 MB | NPU
99
+ | RangeNet-Plus-Plus | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 175.566 ms | 0 - 436 MB | NPU
100
+ | RangeNet-Plus-Plus | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 176.667 ms | 3 - 18 MB | NPU
101
+ | RangeNet-Plus-Plus | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 100.743 ms | 3 - 4 MB | NPU
102
+ | RangeNet-Plus-Plus | QNN_DLC | float | Qualcomm® SA8775P | 150.255 ms | 1 - 321 MB | NPU
103
+ | RangeNet-Plus-Plus | QNN_DLC | float | Qualcomm® SA8650P | 150.255 ms | 1 - 321 MB | NPU
104
+ | RangeNet-Plus-Plus | QNN_DLC | float | Qualcomm® SA8255P | 150.255 ms | 1 - 321 MB | NPU
105
+ | RangeNet-Plus-Plus | QNN_DLC | float | Qualcomm® QCS8450 | 175.566 ms | 0 - 436 MB | NPU
106
+ | RangeNet-Plus-Plus | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 150.504 ms | 5 - 19 MB | NPU
107
+ | RangeNet-Plus-Plus | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 98.523 ms | 3 - 3 MB | NPU
108
+ | RangeNet-Plus-Plus | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 60.681 ms | 0 - 306 MB | NPU
109
+ | RangeNet-Plus-Plus | QNN_DLC | float | Qualcomm® SA8295P | 166.785 ms | 0 - 313 MB | NPU
110
+ | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 26.601 ms | 1 - 331 MB | NPU
111
+ | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 41.031 ms | 1 - 326 MB | NPU
112
+ | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 31.891 ms | 1 - 1 MB | NPU
113
+ | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Snapdragon® X Elite | 61.205 ms | 1 - 1 MB | NPU
114
+ | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 48.459 ms | 1 - 455 MB | NPU
115
+ | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 96.201 ms | 1 - 563 MB | NPU
116
+ | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 403.9 ms | 3 - 11 MB | NPU
117
+ | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 63.471 ms | 1 - 10 MB | NPU
118
+ | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 61.55 ms | 1 - 465 MB | NPU
119
+ | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® SA8775P | 58.335 ms | 1 - 318 MB | NPU
120
+ | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® SA8650P | 58.335 ms | 1 - 318 MB | NPU
121
+ | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® SA8255P | 58.335 ms | 1 - 318 MB | NPU
122
+ | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 96.201 ms | 1 - 563 MB | NPU
123
+ | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 58.112 ms | 1 - 10 MB | NPU
124
+ | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 61.205 ms | 1 - 1 MB | NPU
125
+ | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 1589.712 ms | 1 - 704 MB | NPU
126
+ | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 116.336 ms | 1 - 436 MB | NPU
127
+ | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 41.031 ms | 1 - 326 MB | NPU
128
+ | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Qualcomm® SA8295P | 101.827 ms | 2 - 412 MB | NPU
129
+ | RangeNet-Plus-Plus | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 116.336 ms | 1 - 436 MB | NPU
130
+ | RangeNet-Plus-Plus | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 43.112 ms | 12 - 320 MB | NPU
131
+ | RangeNet-Plus-Plus | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 61.24 ms | 12 - 294 MB | NPU
132
+ | RangeNet-Plus-Plus | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 77.744 ms | 11 - 519 MB | NPU
133
+ | RangeNet-Plus-Plus | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 170.829 ms | 13 - 504 MB | NPU
134
+ | RangeNet-Plus-Plus | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 178.898 ms | 13 - 134 MB | NPU
135
+ | RangeNet-Plus-Plus | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 103.55 ms | 13 - 148 MB | NPU
136
+ | RangeNet-Plus-Plus | TFLITE | float | Qualcomm® SA8775P | 152.693 ms | 13 - 308 MB | NPU
137
+ | RangeNet-Plus-Plus | TFLITE | float | Qualcomm® SA8650P | 152.693 ms | 13 - 308 MB | NPU
138
+ | RangeNet-Plus-Plus | TFLITE | float | Qualcomm® SA8255P | 152.693 ms | 13 - 308 MB | NPU
139
+ | RangeNet-Plus-Plus | TFLITE | float | Qualcomm® QCS8450 | 170.829 ms | 13 - 504 MB | NPU
140
+ | RangeNet-Plus-Plus | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 153.757 ms | 12 - 132 MB | NPU
141
+ | RangeNet-Plus-Plus | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 61.24 ms | 12 - 294 MB | NPU
142
+ | RangeNet-Plus-Plus | TFLITE | float | Qualcomm® SA7255P | 2403.316 ms | 11 - 39 MB | GPU
143
+ | RangeNet-Plus-Plus | TFLITE | float | Qualcomm® SA8295P | 167.72 ms | 13 - 301 MB | NPU
144
 
145
  ## License
146
  * The license for the original implementation of RangeNet-Plus-Plus can be found
release_assets.json CHANGED
@@ -1,26 +1,26 @@
1
  {
2
- "version": "0.63.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
6
  "onnx": {
7
  "tool_versions": {
8
  "qairt": "2.50.0.260828221209",
9
- "onnx_runtime": "1.27.1"
10
  },
11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rangenet_plus_plus/releases/v0.63.0/rangenet_plus_plus-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.50.0.260828221209"
16
  },
17
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rangenet_plus_plus/releases/v0.63.0/rangenet_plus_plus-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
  "qairt": "2.50.0.260828221209"
22
  },
23
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rangenet_plus_plus/releases/v0.63.0/rangenet_plus_plus-tflite-float.zip"
24
  }
25
  }
26
  },
@@ -29,15 +29,15 @@
29
  "onnx": {
30
  "tool_versions": {
31
  "qairt": "2.50.0.260828221209",
32
- "onnx_runtime": "1.27.1"
33
  },
34
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rangenet_plus_plus/releases/v0.63.0/rangenet_plus_plus-onnx-w8a16.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
  "qairt": "2.50.0.260828221209"
39
  },
40
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rangenet_plus_plus/releases/v0.63.0/rangenet_plus_plus-qnn_dlc-w8a16.zip"
41
  }
42
  }
43
  }
 
1
  {
2
+ "version": "0.64.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
6
  "onnx": {
7
  "tool_versions": {
8
  "qairt": "2.50.0.260828221209",
9
+ "onnx_runtime": "1.30.0"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rangenet_plus_plus/releases/v0.64.0/rangenet_plus_plus-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.50.0.260828221209"
16
  },
17
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rangenet_plus_plus/releases/v0.64.0/rangenet_plus_plus-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
  "qairt": "2.50.0.260828221209"
22
  },
23
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rangenet_plus_plus/releases/v0.64.0/rangenet_plus_plus-tflite-float.zip"
24
  }
25
  }
26
  },
 
29
  "onnx": {
30
  "tool_versions": {
31
  "qairt": "2.50.0.260828221209",
32
+ "onnx_runtime": "1.30.0"
33
  },
34
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rangenet_plus_plus/releases/v0.64.0/rangenet_plus_plus-onnx-w8a16.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
  "qairt": "2.50.0.260828221209"
39
  },
40
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rangenet_plus_plus/releases/v0.64.0/rangenet_plus_plus-qnn_dlc-w8a16.zip"
41
  }
42
  }
43
  }