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RF-DETR

Object Detection
PyTorch
android
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v0.53.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.53.0 for changelog.

Files changed (2) hide show
  1. README.md +41 -13
  2. release_assets.json +16 -2
README.md CHANGED
@@ -27,7 +27,9 @@ 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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- | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rf_detr/releases/v0.52.0/rf_detr-qnn_dlc-float.zip)
 
 
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  For more device-specific assets and performance metrics, visit **[RF-DETR on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/rf_detr)**.
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@@ -56,18 +58,44 @@ See our repository for [RF-DETR on GitHub](https://github.com/qualcomm/ai-hub-mo
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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- | RF-DETR | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 34.493 ms | 4 - 802 MB | NPU
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- | RF-DETR | QNN_DLC | float | Snapdragon® X2 Elite | 33.471 ms | 4 - 4 MB | NPU
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- | RF-DETR | QNN_DLC | float | Snapdragon® X Elite | 73.007 ms | 4 - 4 MB | NPU
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- | RF-DETR | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 54.705 ms | 4 - 982 MB | NPU
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- | RF-DETR | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 163.411 ms | 1 - 889 MB | NPU
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- | RF-DETR | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 72.23 ms | 4 - 6 MB | NPU
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- | RF-DETR | QNN_DLC | float | Qualcomm® SA8775P | 76.746 ms | 1 - 880 MB | NPU
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- | RF-DETR | QNN_DLC | float | Qualcomm® QCS9075 | 102.974 ms | 4 - 9 MB | NPU
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- | RF-DETR | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 109.202 ms | 3 - 1056 MB | NPU
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- | RF-DETR | QNN_DLC | float | Qualcomm® SA7255P | 163.411 ms | 1 - 889 MB | NPU
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- | RF-DETR | QNN_DLC | float | Qualcomm® SA8295P | 102.693 ms | 0 - 896 MB | NPU
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- | RF-DETR | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 37.911 ms | 0 - 846 MB | NPU
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## License
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  * The license for the original implementation of RF-DETR can be found
 
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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 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rf_detr/releases/v0.53.0/rf_detr-onnx-float.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/rf_detr/releases/v0.53.0/rf_detr-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/rf_detr/releases/v0.53.0/rf_detr-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[RF-DETR on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/rf_detr)**.
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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+ | RF-DETR | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 30.939 ms | 16 - 795 MB | NPU
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+ | RF-DETR | ONNX | float | Snapdragon® 8 Elite Mobile | 35.758 ms | 14 - 767 MB | NPU
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+ | RF-DETR | ONNX | float | Snapdragon® X2 Elite | 28.315 ms | 55 - 55 MB | NPU
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+ | RF-DETR | ONNX | float | Snapdragon® X Elite | 63.12 ms | 53 - 53 MB | NPU
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+ | RF-DETR | ONNX | float | Snapdragon® X Elite | 63.12 ms | 53 - 53 MB | NPU
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+ | RF-DETR | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 47.607 ms | 2 - 910 MB | NPU
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+ | RF-DETR | ONNX | float | Qualcomm® QCS8550 (Proxy) | 61.35 ms | 13 - 21 MB | NPU
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+ | RF-DETR | ONNX | float | Qualcomm® QCS9075 | 79.562 ms | 13 - 20 MB | NPU
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+ | RF-DETR | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 35.758 ms | 14 - 767 MB | NPU
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+ | RF-DETR | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 37.41 ms | 3 - 620 MB | NPU
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+ | RF-DETR | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 45.51 ms | 3 - 846 MB | NPU
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+ | RF-DETR | QNN_DLC | float | Snapdragon® X2 Elite | 36.906 ms | 4 - 4 MB | NPU
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+ | RF-DETR | QNN_DLC | float | Snapdragon® X Elite | 77.564 ms | 4 - 4 MB | NPU
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+ | RF-DETR | QNN_DLC | float | Snapdragon® X Elite | 77.564 ms | 4 - 4 MB | NPU
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+ | RF-DETR | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 57.015 ms | 4 - 854 MB | NPU
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+ | RF-DETR | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 168.318 ms | 1 - 659 MB | NPU
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+ | RF-DETR | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 77.687 ms | 4 - 6 MB | NPU
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+ | RF-DETR | QNN_DLC | float | Qualcomm® SA8775P | 82.94 ms | 2 - 865 MB | NPU
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+ | RF-DETR | QNN_DLC | float | Qualcomm® SA8775P | 82.94 ms | 2 - 865 MB | NPU
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+ | RF-DETR | QNN_DLC | float | Qualcomm® SA8775P | 82.94 ms | 2 - 865 MB | NPU
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+ | RF-DETR | QNN_DLC | float | Qualcomm® QCS9075 | 105.177 ms | 4 - 9 MB | NPU
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+ | RF-DETR | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 119.423 ms | 4 - 999 MB | NPU
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+ | RF-DETR | QNN_DLC | float | Qualcomm® SA7255P | 168.318 ms | 1 - 659 MB | NPU
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+ | RF-DETR | QNN_DLC | float | Qualcomm® SA8295P | 108.245 ms | 0 - 871 MB | NPU
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+ | RF-DETR | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 45.51 ms | 3 - 846 MB | NPU
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+ | RF-DETR | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 44.216 ms | 5 - 599 MB | NPU
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+ | RF-DETR | TFLITE | float | Snapdragon® 8 Elite Mobile | 50.68 ms | 6 - 611 MB | NPU
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+ | RF-DETR | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 68.807 ms | 6 - 778 MB | NPU
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+ | RF-DETR | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 192.334 ms | 6 - 795 MB | NPU
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+ | RF-DETR | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 95.896 ms | 6 - 11 MB | NPU
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+ | RF-DETR | TFLITE | float | Qualcomm® SA8775P | 100.758 ms | 7 - 800 MB | NPU
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+ | RF-DETR | TFLITE | float | Qualcomm® SA8775P | 100.758 ms | 7 - 800 MB | NPU
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+ | RF-DETR | TFLITE | float | Qualcomm® SA8775P | 100.758 ms | 7 - 800 MB | NPU
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+ | RF-DETR | TFLITE | float | Qualcomm® QCS9075 | 116.925 ms | 6 - 77 MB | NPU
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+ | RF-DETR | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 136.182 ms | 0 - 663 MB | NPU
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+ | RF-DETR | TFLITE | float | Qualcomm® SA7255P | 192.334 ms | 6 - 795 MB | NPU
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+ | RF-DETR | TFLITE | float | Qualcomm® SA8295P | 120.485 ms | 7 - 837 MB | NPU
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+ | RF-DETR | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 50.68 ms | 6 - 611 MB | NPU
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  ## License
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  * The license for the original implementation of RF-DETR can be found
release_assets.json CHANGED
@@ -1,13 +1,27 @@
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  {
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- "version": "0.52.0",
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  "precisions": {
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  "float": {
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  "universal_assets": {
 
 
 
 
 
 
 
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  "qnn_dlc": {
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  "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/rf_detr/releases/v0.52.0/rf_detr-qnn_dlc-float.zip"
 
 
 
 
 
 
 
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  }
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  }
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  }
 
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  {
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+ "version": "0.53.0",
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  "precisions": {
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  "float": {
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  "universal_assets": {
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+ "tflite": {
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+ "tool_versions": {
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+ "qairt": "2.45.0.260326154327",
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+ "litert": "1.4.3"
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+ },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rf_detr/releases/v0.53.0/rf_detr-tflite-float.zip"
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+ },
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  "qnn_dlc": {
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  "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/rf_detr/releases/v0.53.0/rf_detr-qnn_dlc-float.zip"
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+ },
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+ "onnx": {
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+ "tool_versions": {
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+ "qairt": "2.42.0.251225135753_193295",
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+ "onnx_runtime": "1.24.3"
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+ },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rf_detr/releases/v0.53.0/rf_detr-onnx-float.zip"
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  }
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  }
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  }