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RF-DETR

Object Detection
PyTorch
android
Model card Files
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v0.56.0

Browse files

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

Files changed (2) hide show
  1. README.md +24 -38
  2. release_assets.json +5 -11
README.md CHANGED
@@ -27,9 +27,8 @@ 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/rf_detr/releases/v0.55.0/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/v0.55.0/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/v0.55.0/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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@@ -58,41 +57,28 @@ 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 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 30.605 ms | 10 - 714 MB | NPU
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- | RF-DETR | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 49.507 ms | 16 - 788 MB | NPU
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- | RF-DETR | ONNX | float | Qualcomm® QCS8550 (Proxy) | 67.771 ms | 14 - 18 MB | NPU
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- | RF-DETR | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 37.101 ms | 13 - 618 MB | NPU
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- | RF-DETR | ONNX | float | Qualcomm® QCS9075 | 91.499 ms | 14 - 59 MB | NPU
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- | RF-DETR | ONNX | float | Qualcomm® QCS8750 | 37.101 ms | 13 - 618 MB | NPU
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- | RF-DETR | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 31.111 ms | 4 - 645 MB | NPU
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- | RF-DETR | QNN_DLC | float | Snapdragon® X2 Elite | 28.694 ms | 4 - 4 MB | NPU
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- | RF-DETR | QNN_DLC | float | Snapdragon® X Elite | 66.114 ms | 4 - 4 MB | NPU
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- | RF-DETR | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 48.358 ms | 4 - 765 MB | NPU
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- | RF-DETR | QNN_DLC | float | Qualcomm® QCS8275 | 151.087 ms | 2 - 622 MB | NPU
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- | RF-DETR | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 67.066 ms | 4 - 33 MB | NPU
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- | RF-DETR | QNN_DLC | float | Qualcomm® SA8775P | 70.585 ms | 2 - 615 MB | NPU
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- | RF-DETR | QNN_DLC | float | Qualcomm® SA8650P | 70.585 ms | 2 - 615 MB | NPU
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- | RF-DETR | QNN_DLC | float | Qualcomm® SA8255P | 70.585 ms | 2 - 615 MB | NPU
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- | RF-DETR | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 104.002 ms | 4 - 684 MB | NPU
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- | RF-DETR | QNN_DLC | float | Qualcomm® SA7255P | 151.087 ms | 2 - 622 MB | NPU
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- | RF-DETR | QNN_DLC | float | Qualcomm® SA8295P | 91.982 ms | 0 - 609 MB | NPU
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- | RF-DETR | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 35.116 ms | 0 - 733 MB | NPU
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- | RF-DETR | QNN_DLC | float | Qualcomm® QCS9075 | 79.862 ms | 4 - 9 MB | NPU
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- | RF-DETR | QNN_DLC | float | Qualcomm® QCS8750 | 35.116 ms | 0 - 733 MB | NPU
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- | RF-DETR | QNN_DLC | float | Qualcomm® QCS7181 | 66.114 ms | 4 - 4 MB | NPU
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- | RF-DETR | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 36.835 ms | 6 - 618 MB | NPU
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- | RF-DETR | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 57.453 ms | 5 - 760 MB | NPU
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- | RF-DETR | TFLITE | float | Qualcomm® QCS8275 | 172.406 ms | 7 - 611 MB | NPU
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- | RF-DETR | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 80.56 ms | 7 - 11 MB | NPU
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- | RF-DETR | TFLITE | float | Qualcomm® SA8775P | 85.706 ms | 7 - 616 MB | NPU
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- | RF-DETR | TFLITE | float | Qualcomm® SA8650P | 85.706 ms | 7 - 616 MB | NPU
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- | RF-DETR | TFLITE | float | Qualcomm® SA8255P | 85.706 ms | 7 - 616 MB | NPU
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- | RF-DETR | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 118.884 ms | 7 - 657 MB | NPU
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- | RF-DETR | TFLITE | float | Qualcomm® SA7255P | 172.406 ms | 7 - 611 MB | NPU
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- | RF-DETR | TFLITE | float | Qualcomm® SA8295P | 105.551 ms | 0 - 589 MB | NPU
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- | RF-DETR | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 42.913 ms | 5 - 605 MB | NPU
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- | RF-DETR | TFLITE | float | Qualcomm® QCS9075 | 92.014 ms | 6 - 77 MB | NPU
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- | RF-DETR | TFLITE | float | Qualcomm® QCS8750 | 42.913 ms | 5 - 605 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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28
  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
+ | 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/rf_detr/releases/v0.56.0/rf_detr-onnx-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/v0.56.0/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
59
  |---|---|---|---|---|---|---
60
+ | RF-DETR | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 49.945 ms | 17 - 687 MB | NPU
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+ | RF-DETR | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 102.383 ms | 17 - 622 MB | NPU
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+ | RF-DETR | ONNX | float | Qualcomm® QCS8550 (Proxy) | 66.8 ms | 0 - 73 MB | NPU
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+ | RF-DETR | ONNX | float | Qualcomm® QCS8450 | 102.383 ms | 17 - 622 MB | NPU
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+ | RF-DETR | ONNX | float | Snapdragon® 8 Elite Mobile | 36.297 ms | 13 - 586 MB | NPU
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+ | RF-DETR | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 32.012 ms | 13 - 614 MB | NPU
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+ | RF-DETR | ONNX | float | Qualcomm® QCS9075 | 83.333 ms | 15 - 60 MB | NPU
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+ | RF-DETR | ONNX | float | Qualcomm® QCS8750 | 36.297 ms | 13 - 586 MB | NPU
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+ | RF-DETR | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 57.076 ms | 5 - 756 MB | NPU
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+ | RF-DETR | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 118.067 ms | 7 - 658 MB | NPU
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+ | RF-DETR | TFLITE | float | Qualcomm® QCS8275 | 171.776 ms | 7 - 611 MB | NPU
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+ | RF-DETR | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 79.714 ms | 0 - 4 MB | NPU
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+ | RF-DETR | TFLITE | float | Qualcomm® SA8775P | 773.946 ms | 9 - 25 MB | CPU
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+ | RF-DETR | TFLITE | float | Qualcomm® SA8650P | 773.946 ms | 9 - 25 MB | CPU
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+ | RF-DETR | TFLITE | float | Qualcomm® SA8255P | 773.946 ms | 9 - 25 MB | CPU
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+ | RF-DETR | TFLITE | float | Qualcomm® QCS8450 | 118.067 ms | 7 - 658 MB | NPU
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+ | RF-DETR | TFLITE | float | Snapdragon® 8 Elite Mobile | 42.918 ms | 6 - 607 MB | NPU
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+ | RF-DETR | TFLITE | float | Qualcomm® SA8295P | 105.458 ms | 0 - 589 MB | NPU
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+ | RF-DETR | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 36.806 ms | 6 - 622 MB | NPU
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+ | RF-DETR | TFLITE | float | Qualcomm® SA7255P | 171.776 ms | 7 - 611 MB | NPU
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+ | RF-DETR | TFLITE | float | Qualcomm® QCS9075 | 93.103 ms | 6 - 77 MB | NPU
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+ | RF-DETR | TFLITE | float | Qualcomm® QCS8750 | 42.918 ms | 6 - 607 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
@@ -1,27 +1,21 @@
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  {
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- "version": "0.55.0",
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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/v0.55.0/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/v0.55.0/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": "1.25.0"
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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/v0.55.0/rf_detr-onnx-float.zip"
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  }
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  }
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  }
 
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  {
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+ "version": "0.56.0",
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  "precisions": {
4
  "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": "1.4.4"
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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/v0.56.0/rf_detr-tflite-float.zip"
 
 
 
 
 
 
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  },
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  "onnx": {
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  "tool_versions": {
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+ "qairt": "2.45.0.260326154327",
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  "onnx_runtime": "1.25.0"
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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/v0.56.0/rf_detr-onnx-float.zip"
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  }
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  }
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  }