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RF-DETR

Object Detection
PyTorch
LiteRT
android
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v0.34.0

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See https://github.com/quic/ai-hub-models/releases/v0.34.0 for changelog.

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  1. README.md +14 -23
README.md CHANGED
@@ -23,6 +23,7 @@ More details on model performance across various devices, can be found
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  [here](https://aihub.qualcomm.com/models/rf_detr).
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  ### Model Details
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  - **Model Type:** Model_use_case.object_detection
@@ -34,20 +35,20 @@ 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 | 342.041 ms | 0 - 447 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 | 210.543 ms | 4 - 427 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 | 177.646 ms | 7 - 51 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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- | RF-DETR | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 178.364 ms | 3 - 450 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 | 342.041 ms | 0 - 447 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 | 187.996 ms | 2 - 48 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 | 237.79 ms | 4 - 423 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 | 186.385 ms | 4 - 51 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 | 178.364 ms | 3 - 450 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 S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 189.682 ms | 4 - 52 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 S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 87.864 ms | 0 - 188 MB | NPU | [RF-DETR.onnx](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.onnx) |
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- | RF-DETR | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 132.582 ms | 2 - 454 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 | 69.066 ms | 25 - 402 MB | NPU | [RF-DETR.onnx](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.onnx) |
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- | RF-DETR | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 115.078 ms | 2 - 381 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 QRD | Snapdragon® 8 Elite Mobile | ONNX | 49.256 ms | 29 - 342 MB | NPU | [RF-DETR.onnx](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.onnx) |
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  | RF-DETR | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 100.867 ms | 71 - 71 MB | NPU | [RF-DETR.onnx](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.onnx) |
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@@ -107,17 +108,7 @@ device. This script does the following:
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  ```bash
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  python -m qai_hub_models.models.rf_detr.export
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  ```
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- ```
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- Profiling Results
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- ------------------------------------------------------------
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- RF-DETR
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- Device : cs_8275 (ANDROID 14)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 342.0
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- Estimated peak memory usage (MB): [0, 447]
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- Total # Ops : 1230
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- Compute Unit(s) : npu (1189 ops) gpu (0 ops) cpu (41 ops)
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- ```
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  ## How does this work?
 
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  [here](https://aihub.qualcomm.com/models/rf_detr).
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+
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  ### Model Details
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  - **Model Type:** Model_use_case.object_detection
 
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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 | 343.672 ms | 4 - 450 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 | 215.166 ms | 4 - 433 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 | 177.53 ms | 4 - 52 MB | NPU | [RF-DETR.tflite](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.tflite) |
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+ | RF-DETR | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 178.896 ms | 4 - 451 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 | 343.672 ms | 4 - 450 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 | 188.638 ms | 4 - 53 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 | 226.28 ms | 4 - 423 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 | 184.126 ms | 4 - 52 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 | 178.896 ms | 4 - 451 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 S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 179.234 ms | 4 - 48 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 S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 87.864 ms | 0 - 188 MB | NPU | [RF-DETR.onnx](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.onnx) |
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+ | RF-DETR | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 135.669 ms | 3 - 455 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 | 69.066 ms | 25 - 402 MB | NPU | [RF-DETR.onnx](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.onnx) |
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+ | RF-DETR | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 115.417 ms | 3 - 382 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 QRD | Snapdragon® 8 Elite Mobile | ONNX | 49.256 ms | 29 - 342 MB | NPU | [RF-DETR.onnx](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.onnx) |
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  | RF-DETR | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 100.867 ms | 71 - 71 MB | NPU | [RF-DETR.onnx](https://huggingface.co/qualcomm/RF-DETR/blob/main/RF-DETR.onnx) |
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  ```bash
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  python -m qai_hub_models.models.rf_detr.export
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  ```
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  ## How does this work?