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RF-DETR

Object Detection
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LiteRT
android
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v0.42.0

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See https://github.com/quic/ai-hub-models/releases/v0.42.0 for changelog.

Files changed (3) hide show
  1. README.md +21 -21
  2. RF-DETR_float.onnx.zip +2 -2
  3. RF-DETR_float.tflite +2 -2
README.md CHANGED
@@ -35,23 +35,23 @@ More details on model performance across various devices, can be found
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | RF-DETR | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 257.274 ms | 6 - 491 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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- | RF-DETR | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 164.405 ms | 6 - 498 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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- | RF-DETR | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 124.871 ms | 6 - 29 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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- | RF-DETR | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 81.275 ms | 32 - 62 MB | NPU | [RF-DETR.onnx.zip](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.onnx.zip) |
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- | RF-DETR | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 132.366 ms | 6 - 493 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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- | RF-DETR | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 257.274 ms | 6 - 491 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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- | RF-DETR | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 125.83 ms | 8 - 37 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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- | RF-DETR | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 171.282 ms | 6 - 492 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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- | RF-DETR | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 136.747 ms | 6 - 30 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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- | RF-DETR | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 132.366 ms | 6 - 493 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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- | RF-DETR | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 91.821 ms | 5 - 483 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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- | RF-DETR | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 60.938 ms | 13 - 249 MB | NPU | [RF-DETR.onnx.zip](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.onnx.zip) |
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- | RF-DETR | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 76.287 ms | 6 - 492 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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- | RF-DETR | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 49.968 ms | 31 - 474 MB | NPU | [RF-DETR.onnx.zip](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.onnx.zip) |
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- | RF-DETR | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 57.73 ms | 6 - 494 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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- | RF-DETR | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 38.915 ms | 26 - 468 MB | NPU | [RF-DETR.onnx.zip](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.onnx.zip) |
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- | RF-DETR | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 80.317 ms | 69 - 69 MB | NPU | [RF-DETR.onnx.zip](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.onnx.zip) |
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@@ -66,9 +66,9 @@ pip install "qai-hub-models[rf-detr]"
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  ```
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- ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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- Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
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  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
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  With this API token, you can configure your client to run models on the cloud
@@ -76,7 +76,7 @@ hosted devices.
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  ```bash
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  qai-hub configure --api_token API_TOKEN
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  ```
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- Navigate to [docs](https://app.aihub.qualcomm.com/docs/) for more information.
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@@ -187,7 +187,7 @@ With the output of the model, you can compute like PSNR, relative errors or
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  spot check the output with expected output.
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  **Note**: This on-device profiling and inference requires access to Qualcomm®
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- AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | RF-DETR | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 229.333 ms | 6 - 483 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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+ | RF-DETR | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 136.187 ms | 6 - 480 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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+ | RF-DETR | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 105.607 ms | 6 - 32 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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+ | RF-DETR | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 82.654 ms | 32 - 61 MB | NPU | [RF-DETR.onnx.zip](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.onnx.zip) |
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+ | RF-DETR | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 113.754 ms | 7 - 484 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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+ | RF-DETR | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 229.333 ms | 6 - 483 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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+ | RF-DETR | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 106.117 ms | 6 - 31 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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+ | RF-DETR | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 145.382 ms | 6 - 479 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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+ | RF-DETR | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 106.151 ms | 6 - 32 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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+ | RF-DETR | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 113.754 ms | 7 - 484 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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+ | RF-DETR | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 77.293 ms | 5 - 480 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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+ | RF-DETR | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 61.8 ms | 14 - 255 MB | NPU | [RF-DETR.onnx.zip](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.onnx.zip) |
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+ | RF-DETR | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 62.972 ms | 5 - 485 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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+ | RF-DETR | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 50.062 ms | 32 - 475 MB | NPU | [RF-DETR.onnx.zip](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.onnx.zip) |
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+ | RF-DETR | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 56.203 ms | 6 - 495 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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+ | RF-DETR | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 39.663 ms | 33 - 476 MB | NPU | [RF-DETR.onnx.zip](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.onnx.zip) |
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+ | RF-DETR | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 81.337 ms | 69 - 69 MB | NPU | [RF-DETR.onnx.zip](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.onnx.zip) |
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  ```
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+ ## Configure Qualcomm® AI Hub Workbench to run this model on a cloud-hosted device
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+ Sign-in to [Qualcomm® AI Hub Workbench](https://workbench.aihub.qualcomm.com/) with your
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  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
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  With this API token, you can configure your client to run models on the cloud
 
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  ```bash
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  qai-hub configure --api_token API_TOKEN
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  ```
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+ Navigate to [docs](https://workbench.aihub.qualcomm.com/docs/) for more information.
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  spot check the output with expected output.
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  **Note**: This on-device profiling and inference requires access to Qualcomm®
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+ AI Hub Workbench. [Sign up for access](https://myaccount.qualcomm.com/signup).
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