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DETR-ResNet50

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v0.56.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.56.0 for changelog.

Files changed (2) hide show
  1. README.md +49 -63
  2. release_assets.json +8 -14
README.md CHANGED
@@ -28,11 +28,10 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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- | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detr_resnet50/releases/v0.55.0/detr_resnet50-onnx-float.zip)
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- | ONNX | w8a16_mixed_fp16 | Universal | QAIRT 2.42, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detr_resnet50/releases/v0.55.0/detr_resnet50-onnx-w8a16_mixed_fp16.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detr_resnet50/releases/v0.55.0/detr_resnet50-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16_mixed_fp16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detr_resnet50/releases/v0.55.0/detr_resnet50-qnn_dlc-w8a16_mixed_fp16.zip)
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- | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detr_resnet50/releases/v0.55.0/detr_resnet50-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[DETR-ResNet50 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/detr_resnet50)**.
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@@ -61,64 +60,51 @@ See our repository for [DETR-ResNet50 on GitHub](https://github.com/qualcomm/ai-
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
63
  |---|---|---|---|---|---|---
64
- | DETR-ResNet50 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 7.32 ms | 5 - 294 MB | NPU
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- | DETR-ResNet50 | ONNX | float | Snapdragon® X2 Elite | 8.344 ms | 207 - 207 MB | NPU
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- | DETR-ResNet50 | ONNX | float | Snapdragon® X Elite | 17.71 ms | 144 - 144 MB | NPU
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- | DETR-ResNet50 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 13.408 ms | 5 - 402 MB | NPU
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- | DETR-ResNet50 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 17.727 ms | 0 - 103 MB | NPU
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- | DETR-ResNet50 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 9.775 ms | 1 - 288 MB | NPU
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- | DETR-ResNet50 | ONNX | float | Qualcomm® QCS9075 | 27.791 ms | 5 - 50 MB | NPU
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- | DETR-ResNet50 | ONNX | float | Qualcomm® QCS8750 | 9.775 ms | 1 - 288 MB | NPU
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- | DETR-ResNet50 | ONNX | float | Qualcomm® QCS7181 | 17.71 ms | 144 - 144 MB | NPU
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- | DETR-ResNet50 | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 22.727 ms | 15 - 431 MB | NPU
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- | DETR-ResNet50 | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 39.25 ms | 17 - 499 MB | NPU
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- | DETR-ResNet50 | ONNX | w8a16_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | 54.189 ms | 14 - 113 MB | NPU
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- | DETR-ResNet50 | ONNX | w8a16_mixed_fp16 | Qualcomm® QCS9075 | 86.692 ms | 16 - 63 MB | NPU
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- | DETR-ResNet50 | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 31.175 ms | 15 - 397 MB | NPU
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- | DETR-ResNet50 | ONNX | w8a16_mixed_fp16 | Qualcomm® QCS8750 | 31.175 ms | 15 - 397 MB | NPU
79
- | DETR-ResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 7.816 ms | 5 - 288 MB | NPU
80
- | DETR-ResNet50 | QNN_DLC | float | Snapdragon® X2 Elite | 9.048 ms | 5 - 5 MB | NPU
81
- | DETR-ResNet50 | QNN_DLC | float | Snapdragon® X Elite | 19.506 ms | 5 - 5 MB | NPU
82
- | DETR-ResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 13.604 ms | 0 - 351 MB | NPU
83
- | DETR-ResNet50 | QNN_DLC | float | Qualcomm® QCS8275 | 86.103 ms | 1 - 268 MB | NPU
84
- | DETR-ResNet50 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 19.126 ms | 5 - 10 MB | NPU
85
- | DETR-ResNet50 | QNN_DLC | float | Qualcomm® SA8775P | 26.877 ms | 1 - 300 MB | NPU
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- | DETR-ResNet50 | QNN_DLC | float | Qualcomm® SA8650P | 26.877 ms | 1 - 300 MB | NPU
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- | DETR-ResNet50 | QNN_DLC | float | Qualcomm® SA8255P | 26.877 ms | 1 - 300 MB | NPU
88
- | DETR-ResNet50 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 42.183 ms | 4 - 301 MB | NPU
89
- | DETR-ResNet50 | QNN_DLC | float | Qualcomm® SA7255P | 86.103 ms | 1 - 268 MB | NPU
90
- | DETR-ResNet50 | QNN_DLC | float | Qualcomm® SA8295P | 31.168 ms | 0 - 224 MB | NPU
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- | DETR-ResNet50 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 10.474 ms | 0 - 273 MB | NPU
92
- | DETR-ResNet50 | QNN_DLC | float | Qualcomm® QCS9075 | 30.946 ms | 5 - 11 MB | NPU
93
- | DETR-ResNet50 | QNN_DLC | float | Qualcomm® QCS8750 | 10.474 ms | 0 - 273 MB | NPU
94
- | DETR-ResNet50 | QNN_DLC | float | Qualcomm® QCS7181 | 19.506 ms | 5 - 5 MB | NPU
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- | DETR-ResNet50 | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 16.939 ms | 2 - 396 MB | NPU
96
- | DETR-ResNet50 | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® X2 Elite | 18.286 ms | 2 - 2 MB | NPU
97
- | DETR-ResNet50 | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® X Elite | 32.7 ms | 2 - 2 MB | NPU
98
- | DETR-ResNet50 | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 24.797 ms | 2 - 444 MB | NPU
99
- | DETR-ResNet50 | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® QCS8275 | 94.224 ms | 2 - 350 MB | NPU
100
- | DETR-ResNet50 | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | 33.716 ms | 2 - 343 MB | NPU
101
- | DETR-ResNet50 | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® SA8775P | 38.482 ms | 1 - 373 MB | NPU
102
- | DETR-ResNet50 | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® SA8650P | 38.482 ms | 1 - 373 MB | NPU
103
- | DETR-ResNet50 | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® SA8255P | 38.482 ms | 1 - 373 MB | NPU
104
- | DETR-ResNet50 | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® QCS9075 | 63.294 ms | 2 - 6 MB | NPU
105
- | DETR-ResNet50 | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 19.399 ms | 2 - 360 MB | NPU
106
- | DETR-ResNet50 | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® SA7255P | 94.224 ms | 2 - 350 MB | NPU
107
- | DETR-ResNet50 | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® QCS8750 | 19.399 ms | 2 - 360 MB | NPU
108
- | DETR-ResNet50 | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® QCS7181 | 32.7 ms | 2 - 2 MB | NPU
109
- | DETR-ResNet50 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 7.959 ms | 0 - 309 MB | NPU
110
- | DETR-ResNet50 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 13.68 ms | 0 - 387 MB | NPU
111
- | DETR-ResNet50 | TFLITE | float | Qualcomm® QCS8275 | 86.018 ms | 0 - 293 MB | NPU
112
- | DETR-ResNet50 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 19.268 ms | 0 - 3 MB | NPU
113
- | DETR-ResNet50 | TFLITE | float | Qualcomm® SA8775P | 26.924 ms | 0 - 324 MB | NPU
114
- | DETR-ResNet50 | TFLITE | float | Qualcomm® SA8650P | 26.924 ms | 0 - 324 MB | NPU
115
- | DETR-ResNet50 | TFLITE | float | Qualcomm® SA8255P | 26.924 ms | 0 - 324 MB | NPU
116
- | DETR-ResNet50 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 41.922 ms | 0 - 330 MB | NPU
117
- | DETR-ResNet50 | TFLITE | float | Qualcomm® SA7255P | 86.018 ms | 0 - 293 MB | NPU
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- | DETR-ResNet50 | TFLITE | float | Qualcomm® SA8295P | 31.1 ms | 0 - 245 MB | NPU
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- | DETR-ResNet50 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 10.501 ms | 0 - 306 MB | NPU
120
- | DETR-ResNet50 | TFLITE | float | Qualcomm® QCS9075 | 30.275 ms | 0 - 88 MB | NPU
121
- | DETR-ResNet50 | TFLITE | float | Qualcomm® QCS8750 | 10.501 ms | 0 - 306 MB | NPU
122
 
123
  ## License
124
  * The license for the original implementation of DETR-ResNet50 can be found
 
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
+ | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detr_resnet50/releases/v0.56.0/detr_resnet50-onnx-float.zip)
32
+ | ONNX | w8a16_mixed_fp16 | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detr_resnet50/releases/v0.56.0/detr_resnet50-onnx-w8a16_mixed_fp16.zip)
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+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detr_resnet50/releases/v0.56.0/detr_resnet50-qnn_dlc-float.zip)
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+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detr_resnet50/releases/v0.56.0/detr_resnet50-tflite-float.zip)
 
35
 
36
  For more device-specific assets and performance metrics, visit **[DETR-ResNet50 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/detr_resnet50)**.
37
 
 
60
  ## Performance Summary
61
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
62
  |---|---|---|---|---|---|---
63
+ | DETR-ResNet50 | ONNX | float | Snapdragon® X2 Elite | 8.217 ms | 176 - 176 MB | NPU
64
+ | DETR-ResNet50 | ONNX | float | Snapdragon® X Elite | 17.83 ms | 144 - 144 MB | NPU
65
+ | DETR-ResNet50 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 13.328 ms | 3 - 363 MB | NPU
66
+ | DETR-ResNet50 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 36.104 ms | 5 - 313 MB | NPU
67
+ | DETR-ResNet50 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 17.902 ms | 0 - 142 MB | NPU
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+ | DETR-ResNet50 | ONNX | float | Qualcomm® QCS8450 | 36.104 ms | 5 - 313 MB | NPU
69
+ | DETR-ResNet50 | ONNX | float | Snapdragon® 8 Elite Mobile | 9.951 ms | 2 - 271 MB | NPU
70
+ | DETR-ResNet50 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 7.374 ms | 3 - 311 MB | NPU
71
+ | DETR-ResNet50 | ONNX | float | Qualcomm® QCS9075 | 27.505 ms | 5 - 50 MB | NPU
72
+ | DETR-ResNet50 | ONNX | float | Qualcomm® QCS8750 | 9.951 ms | 2 - 271 MB | NPU
73
+ | DETR-ResNet50 | ONNX | float | Qualcomm® QCS7181 | 17.83 ms | 144 - 144 MB | NPU
74
+ | DETR-ResNet50 | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 52.062 ms | 88 - 502 MB | NPU
75
+ | DETR-ResNet50 | ONNX | w8a16_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | 67.981 ms | 0 - 60 MB | NPU
76
+ | DETR-ResNet50 | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite Mobile | 41.988 ms | 20 - 368 MB | NPU
77
+ | DETR-ResNet50 | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 33.05 ms | 21 - 387 MB | NPU
78
+ | DETR-ResNet50 | ONNX | w8a16_mixed_fp16 | Qualcomm® QCS9075 | 101.433 ms | 22 - 65 MB | NPU
79
+ | DETR-ResNet50 | ONNX | w8a16_mixed_fp16 | Qualcomm® QCS8750 | 41.988 ms | 20 - 368 MB | NPU
80
+ | DETR-ResNet50 | QNN_DLC | float | Snapdragon® X2 Elite | 9.014 ms | 5 - 5 MB | NPU
81
+ | DETR-ResNet50 | QNN_DLC | float | Snapdragon® X Elite | 19.532 ms | 5 - 5 MB | NPU
82
+ | DETR-ResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 13.634 ms | 0 - 351 MB | NPU
83
+ | DETR-ResNet50 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 42.016 ms | 5 - 304 MB | NPU
84
+ | DETR-ResNet50 | QNN_DLC | float | Qualcomm® QCS8275 | 86.004 ms | 1 - 268 MB | NPU
85
+ | DETR-ResNet50 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 19.308 ms | 5 - 12 MB | NPU
86
+ | DETR-ResNet50 | QNN_DLC | float | Qualcomm® QCS8450 | 42.016 ms | 5 - 304 MB | NPU
87
+ | DETR-ResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 10.436 ms | 0 - 273 MB | NPU
88
+ | DETR-ResNet50 | QNN_DLC | float | Qualcomm® SA8295P | 31.193 ms | 0 - 221 MB | NPU
89
+ | DETR-ResNet50 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 7.84 ms | 5 - 289 MB | NPU
90
+ | DETR-ResNet50 | QNN_DLC | float | Qualcomm® SA7255P | 86.004 ms | 1 - 268 MB | NPU
91
+ | DETR-ResNet50 | QNN_DLC | float | Qualcomm® QCS9075 | 31.038 ms | 5 - 11 MB | NPU
92
+ | DETR-ResNet50 | QNN_DLC | float | Qualcomm® QCS8750 | 10.436 ms | 0 - 273 MB | NPU
93
+ | DETR-ResNet50 | QNN_DLC | float | Qualcomm® QCS7181 | 19.532 ms | 5 - 5 MB | NPU
94
+ | DETR-ResNet50 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 13.625 ms | 0 - 386 MB | NPU
95
+ | DETR-ResNet50 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 41.35 ms | 0 - 329 MB | NPU
96
+ | DETR-ResNet50 | TFLITE | float | Qualcomm® QCS8275 | 86.031 ms | 0 - 293 MB | NPU
97
+ | DETR-ResNet50 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 19.121 ms | 0 - 3 MB | NPU
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+ | DETR-ResNet50 | TFLITE | float | Qualcomm® SA8775P | 601.937 ms | 0 - 12 MB | CPU
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+ | DETR-ResNet50 | TFLITE | float | Qualcomm® SA8650P | 601.937 ms | 0 - 12 MB | CPU
100
+ | DETR-ResNet50 | TFLITE | float | Qualcomm® SA8255P | 601.937 ms | 0 - 12 MB | CPU
101
+ | DETR-ResNet50 | TFLITE | float | Qualcomm® QCS8450 | 41.35 ms | 0 - 329 MB | NPU
102
+ | DETR-ResNet50 | TFLITE | float | Snapdragon® 8 Elite Mobile | 10.52 ms | 0 - 306 MB | NPU
103
+ | DETR-ResNet50 | TFLITE | float | Qualcomm® SA8295P | 31.09 ms | 0 - 247 MB | NPU
104
+ | DETR-ResNet50 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 7.993 ms | 0 - 310 MB | NPU
105
+ | DETR-ResNet50 | TFLITE | float | Qualcomm® SA7255P | 86.031 ms | 0 - 293 MB | NPU
106
+ | DETR-ResNet50 | TFLITE | float | Qualcomm® QCS9075 | 30.4 ms | 0 - 88 MB | NPU
107
+ | DETR-ResNet50 | TFLITE | float | Qualcomm® QCS8750 | 10.52 ms | 0 - 306 MB | NPU
 
 
 
 
 
 
 
 
 
 
 
 
 
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109
  ## License
110
  * The license for the original implementation of DETR-ResNet50 can be found
release_assets.json CHANGED
@@ -1,44 +1,38 @@
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  {
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- "version": "0.55.0",
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  "precisions": {
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  "float": {
5
  "universal_assets": {
6
  "tflite": {
7
  "tool_versions": {
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  "qairt": "2.45.0.260326154327",
9
- "litert": "1.4.3"
10
  },
11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detr_resnet50/releases/v0.55.0/detr_resnet50-tflite-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
17
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detr_resnet50/releases/v0.55.0/detr_resnet50-qnn_dlc-float.zip"
18
  },
19
  "onnx": {
20
  "tool_versions": {
21
- "qairt": "2.42.0.251225135753_193295",
22
  "onnx_runtime": "1.25.0"
23
  },
24
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detr_resnet50/releases/v0.55.0/detr_resnet50-onnx-float.zip"
25
  }
26
  }
27
  },
28
  "w8a16_mixed_fp16": {
29
  "universal_assets": {
30
- "qnn_dlc": {
31
- "tool_versions": {
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- "qairt": "2.45.0.260326154327"
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- },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detr_resnet50/releases/v0.55.0/detr_resnet50-qnn_dlc-w8a16_mixed_fp16.zip"
35
- },
36
  "onnx": {
37
  "tool_versions": {
38
- "qairt": "2.42.0.251225135753_193295",
39
  "onnx_runtime": "1.25.0"
40
  },
41
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detr_resnet50/releases/v0.55.0/detr_resnet50-onnx-w8a16_mixed_fp16.zip"
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  }
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  }
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  }
 
1
  {
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+ "version": "0.56.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
6
  "tflite": {
7
  "tool_versions": {
8
  "qairt": "2.45.0.260326154327",
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+ "litert": "1.4.4"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detr_resnet50/releases/v0.56.0/detr_resnet50-tflite-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
17
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detr_resnet50/releases/v0.56.0/detr_resnet50-qnn_dlc-float.zip"
18
  },
19
  "onnx": {
20
  "tool_versions": {
21
+ "qairt": "2.45.0.260326154327",
22
  "onnx_runtime": "1.25.0"
23
  },
24
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detr_resnet50/releases/v0.56.0/detr_resnet50-onnx-float.zip"
25
  }
26
  }
27
  },
28
  "w8a16_mixed_fp16": {
29
  "universal_assets": {
 
 
 
 
 
 
30
  "onnx": {
31
  "tool_versions": {
32
+ "qairt": "2.45.0.260326154327",
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  "onnx_runtime": "1.25.0"
34
  },
35
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detr_resnet50/releases/v0.56.0/detr_resnet50-onnx-w8a16_mixed_fp16.zip"
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  }
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  }
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  }