Hugging Face's logo

qualcomm
/
ResNet-Mixed-Convolution

Video Classification
PyTorch
backbone
android
Model card Files
xet
Community
1
qaihm-bot commited on
Commit
1aa5be8
·
verified ·
1 Parent(s): 30392e1

v0.47.0

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.47.0 for changelog.

Files changed (1) hide show
  1. README.md +58 -51
README.md CHANGED
@@ -28,11 +28,11 @@ Below are pre-exported model assets ready for deployment.
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
- | ONNX | float | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.46.0/resnet_mixed-onnx-float.zip)
32
- | ONNX | w8a16 | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.46.0/resnet_mixed-onnx-w8a16.zip)
33
- | QNN_DLC | float | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.46.0/resnet_mixed-qnn_dlc-float.zip)
34
- | QNN_DLC | w8a16 | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.46.0/resnet_mixed-qnn_dlc-w8a16.zip)
35
- | TFLITE | float | Universal | QAIRT 2.42, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.46.0/resnet_mixed-tflite-float.zip)
36
 
37
  For more device-specific assets and performance metrics, visit **[ResNet-Mixed-Convolution on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet_mixed)**.
38
 
@@ -62,52 +62,59 @@ See our repository for [ResNet-Mixed-Convolution on GitHub](https://github.com/q
62
  ## Performance Summary
63
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
64
  |---|---|---|---|---|---|---
65
- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X Elite | 14.062 ms | 22 - 22 MB | NPU
66
- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 9.988 ms | 2 - 235 MB | NPU
67
- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8550 (Proxy) | 13.721 ms | 0 - 38 MB | NPU
68
- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS9075 | 27.604 ms | 2 - 5 MB | NPU
69
- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 8.173 ms | 0 - 167 MB | NPU
70
- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.86 ms | 2 - 167 MB | NPU
71
- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X Elite | 9.123 ms | 12 - 12 MB | NPU
72
- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.522 ms | 1 - 195 MB | NPU
73
- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS6490 | 1728.182 ms | 45 - 62 MB | CPU
74
- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 8.78 ms | 0 - 232 MB | NPU
75
- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS9075 | 9.303 ms | 1 - 4 MB | NPU
76
- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCM6690 | 890.317 ms | 106 - 113 MB | CPU
77
- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 5.341 ms | 1 - 135 MB | NPU
78
- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 881.492 ms | 105 - 112 MB | CPU
79
- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.904 ms | 0 - 138 MB | NPU
80
- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X Elite | 14.152 ms | 2 - 2 MB | NPU
81
- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.536 ms | 0 - 282 MB | NPU
82
- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 13.367 ms | 2 - 5 MB | NPU
83
- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8775P | 25.055 ms | 1 - 223 MB | NPU
84
- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS9075 | 27.978 ms | 2 - 6 MB | NPU
85
- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 27.577 ms | 0 - 240 MB | NPU
86
- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8295P | 26.689 ms | 0 - 192 MB | NPU
87
- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.684 ms | 2 - 227 MB | NPU
88
- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.76 ms | 2 - 233 MB | NPU
89
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X Elite | 9.877 ms | 1 - 1 MB | NPU
90
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.654 ms | 1 - 255 MB | NPU
91
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 37.276 ms | 1 - 4 MB | NPU
92
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 9.22 ms | 1 - 3 MB | NPU
93
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8775P | 9.288 ms | 1 - 191 MB | NPU
94
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 10.377 ms | 1 - 4 MB | NPU
95
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 178.522 ms | 1 - 208 MB | NPU
96
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 12.996 ms | 1 - 255 MB | NPU
97
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8295P | 16.239 ms | 1 - 192 MB | NPU
98
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 5.261 ms | 1 - 186 MB | NPU
99
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 15.94 ms | 1 - 197 MB | NPU
100
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.995 ms | 1 - 190 MB | NPU
101
- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 218.735 ms | 0 - 313 MB | NPU
102
- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 585.16 ms | 0 - 252 MB | NPU
103
- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 313.312 ms | 0 - 2 MB | NPU
104
- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8775P | 296.864 ms | 0 - 252 MB | NPU
105
- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS9075 | 321.486 ms | 0 - 28 MB | NPU
106
- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 345.498 ms | 0 - 277 MB | NPU
107
- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA7255P | 585.16 ms | 0 - 252 MB | NPU
108
- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8295P | 353.223 ms | 0 - 234 MB | NPU
109
- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 203.459 ms | 0 - 257 MB | NPU
110
- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 189.334 ms | 0 - 254 MB | NPU
 
 
 
 
 
 
 
111
 
112
  ## License
113
  * The license for the original implementation of ResNet-Mixed-Convolution can be found
 
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
+ | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.47.0/resnet_mixed-onnx-float.zip)
32
+ | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.47.0/resnet_mixed-onnx-w8a16.zip)
33
+ | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.47.0/resnet_mixed-qnn_dlc-float.zip)
34
+ | QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.47.0/resnet_mixed-qnn_dlc-w8a16.zip)
35
+ | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.47.0/resnet_mixed-tflite-float.zip)
36
 
37
  For more device-specific assets and performance metrics, visit **[ResNet-Mixed-Convolution on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet_mixed)**.
38
 
 
62
  ## Performance Summary
63
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
64
  |---|---|---|---|---|---|---
65
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X Elite | 13.83 ms | 22 - 22 MB | NPU
66
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 9.602 ms | 2 - 276 MB | NPU
67
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8550 (Proxy) | 13.162 ms | 0 - 56 MB | NPU
68
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS9075 | 26.529 ms | 2 - 5 MB | NPU
69
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.818 ms | 0 - 215 MB | NPU
70
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.558 ms | 2 - 221 MB | NPU
71
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X2 Elite | 7.095 ms | 22 - 22 MB | NPU
72
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X Elite | 9.075 ms | 11 - 11 MB | NPU
73
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.385 ms | 1 - 257 MB | NPU
74
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS6490 | 1728.003 ms | 47 - 64 MB | CPU
75
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 8.508 ms | 0 - 18 MB | NPU
76
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS9075 | 9.052 ms | 1 - 4 MB | NPU
77
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCM6690 | 903.451 ms | 103 - 109 MB | CPU
78
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 5.215 ms | 1 - 192 MB | NPU
79
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 871.987 ms | 136 - 142 MB | CPU
80
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.512 ms | 0 - 191 MB | NPU
81
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X2 Elite | 4.646 ms | 12 - 12 MB | NPU
82
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X Elite | 13.998 ms | 2 - 2 MB | NPU
83
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.545 ms | 0 - 284 MB | NPU
84
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 97.144 ms | 1 - 223 MB | NPU
85
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 13.208 ms | 2 - 5 MB | NPU
86
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8775P | 25.07 ms | 1 - 223 MB | NPU
87
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS9075 | 27.827 ms | 4 - 8 MB | NPU
88
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 27.657 ms | 0 - 240 MB | NPU
89
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA7255P | 97.144 ms | 1 - 223 MB | NPU
90
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8295P | 26.762 ms | 0 - 194 MB | NPU
91
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.622 ms | 2 - 227 MB | NPU
92
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.733 ms | 2 - 233 MB | NPU
93
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X2 Elite | 7.684 ms | 2 - 2 MB | NPU
94
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X Elite | 9.806 ms | 1 - 1 MB | NPU
95
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.638 ms | 1 - 256 MB | NPU
96
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 37.23 ms | 3 - 6 MB | NPU
97
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 29.752 ms | 1 - 190 MB | NPU
98
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 9.152 ms | 1 - 4 MB | NPU
99
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8775P | 9.413 ms | 1 - 191 MB | NPU
100
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 10.394 ms | 1 - 4 MB | NPU
101
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 183.549 ms | 1 - 209 MB | NPU
102
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 13.258 ms | 1 - 253 MB | NPU
103
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA7255P | 29.752 ms | 1 - 190 MB | NPU
104
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8295P | 16.301 ms | 1 - 192 MB | NPU
105
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 5.263 ms | 1 - 189 MB | NPU
106
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 15.829 ms | 1 - 197 MB | NPU
107
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 4.008 ms | 1 - 189 MB | NPU
108
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 5.374 ms | 1 - 1 MB | NPU
109
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 216.262 ms | 0 - 314 MB | NPU
110
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 585.629 ms | 0 - 248 MB | NPU
111
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 309.699 ms | 0 - 3 MB | NPU
112
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8775P | 293.466 ms | 0 - 249 MB | NPU
113
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 334.839 ms | 0 - 281 MB | NPU
114
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA7255P | 585.629 ms | 0 - 248 MB | NPU
115
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8295P | 358.637 ms | 0 - 232 MB | NPU
116
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 201.617 ms | 0 - 255 MB | NPU
117
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 198.394 ms | 0 - 251 MB | NPU
118
 
119
  ## License
120
  * The license for the original implementation of ResNet-Mixed-Convolution can be found