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Depth-Anything

Depth Estimation
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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. Depth-Anything_float.dlc +2 -2
  2. Depth-Anything_float.onnx.zip +2 -2
  3. README.md +34 -34
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README.md CHANGED
@@ -35,36 +35,36 @@ 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
37
  |---|---|---|---|---|---|---|---|---|
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- | Depth-Anything | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 197.43 ms | 1 - 169 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
39
- | Depth-Anything | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 186.676 ms | 3 - 232 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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- | Depth-Anything | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 117.43 ms | 1 - 167 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 120.403 ms | 3 - 194 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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- | Depth-Anything | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 85.647 ms | 1 - 38 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 88.246 ms | 3 - 49 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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- | Depth-Anything | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 77.074 ms | 0 - 150 MB | NPU | [Depth-Anything.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx.zip) |
45
- | Depth-Anything | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 92.008 ms | 1 - 169 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
46
- | Depth-Anything | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 91.907 ms | 0 - 228 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
47
- | Depth-Anything | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 197.43 ms | 1 - 169 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 186.676 ms | 3 - 232 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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- | Depth-Anything | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 84.997 ms | 0 - 37 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 88.95 ms | 3 - 51 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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- | Depth-Anything | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 131.603 ms | 1 - 165 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 106.851 ms | 0 - 183 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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- | Depth-Anything | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 85.47 ms | 1 - 36 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 88.244 ms | 0 - 60 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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- | Depth-Anything | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 92.008 ms | 1 - 169 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 91.907 ms | 0 - 228 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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- | Depth-Anything | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 59.047 ms | 0 - 174 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 67.422 ms | 3 - 244 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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- | Depth-Anything | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 59.378 ms | 0 - 391 MB | NPU | [Depth-Anything.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx.zip) |
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- | Depth-Anything | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 46.698 ms | 0 - 171 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 50.682 ms | 0 - 231 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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- | Depth-Anything | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 44.227 ms | 4 - 390 MB | NPU | [Depth-Anything.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx.zip) |
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- | Depth-Anything | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 39.82 ms | 0 - 169 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 34.938 ms | 3 - 204 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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- | Depth-Anything | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 39.124 ms | 4 - 376 MB | NPU | [Depth-Anything.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx.zip) |
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- | Depth-Anything | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 85.4 ms | 83 - 83 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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- | Depth-Anything | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 75.153 ms | 61 - 61 MB | NPU | [Depth-Anything.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx.zip) |
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@@ -79,9 +79,9 @@ pip install "qai-hub-models[depth-anything]"
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  ```
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82
- ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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84
- Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
85
  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
86
 
87
  With this API token, you can configure your client to run models on the cloud
@@ -89,7 +89,7 @@ hosted devices.
89
  ```bash
90
  qai-hub configure --api_token API_TOKEN
91
  ```
92
- Navigate to [docs](https://app.aihub.qualcomm.com/docs/) for more information.
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@@ -200,7 +200,7 @@ 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
37
  |---|---|---|---|---|---|---|---|---|
38
+ | Depth-Anything | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 197.822 ms | 1 - 171 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 179.234 ms | 0 - 184 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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+ | Depth-Anything | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 118.308 ms | 1 - 169 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 123.689 ms | 3 - 187 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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+ | Depth-Anything | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 85.673 ms | 0 - 46 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 76.435 ms | 0 - 43 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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+ | Depth-Anything | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 76.398 ms | 0 - 33 MB | NPU | [Depth-Anything.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx.zip) |
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+ | Depth-Anything | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 429.985 ms | 1 - 171 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 81.995 ms | 3 - 187 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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+ | Depth-Anything | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 197.822 ms | 1 - 171 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 179.234 ms | 0 - 184 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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+ | Depth-Anything | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 85.295 ms | 1 - 38 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 76.271 ms | 3 - 46 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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+ | Depth-Anything | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 131.855 ms | 0 - 165 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 107.365 ms | 2 - 192 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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+ | Depth-Anything | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 85.336 ms | 1 - 38 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 76.207 ms | 3 - 51 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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+ | Depth-Anything | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 429.985 ms | 1 - 171 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 81.995 ms | 3 - 187 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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+ | Depth-Anything | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 59.943 ms | 1 - 173 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 57.188 ms | 3 - 191 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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+ | Depth-Anything | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 58.8 ms | 0 - 387 MB | NPU | [Depth-Anything.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx.zip) |
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+ | Depth-Anything | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 46.868 ms | 0 - 207 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 40.006 ms | 0 - 195 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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+ | Depth-Anything | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 43.694 ms | 4 - 390 MB | NPU | [Depth-Anything.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx.zip) |
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+ | Depth-Anything | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 40.588 ms | 0 - 180 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 34.395 ms | 3 - 241 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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+ | Depth-Anything | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 38.553 ms | 4 - 376 MB | NPU | [Depth-Anything.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx.zip) |
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+ | Depth-Anything | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 76.914 ms | 79 - 79 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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+ | Depth-Anything | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 75.139 ms | 61 - 61 MB | NPU | [Depth-Anything.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx.zip) |
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70
 
 
79
  ```
80
 
81
 
82
+ ## Configure Qualcomm® AI Hub Workbench to run this model on a cloud-hosted device
83
 
84
+ Sign-in to [Qualcomm® AI Hub Workbench](https://workbench.aihub.qualcomm.com/) with your
85
  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
86
 
87
  With this API token, you can configure your client to run models on the cloud
 
89
  ```bash
90
  qai-hub configure --api_token API_TOKEN
91
  ```
92
+ Navigate to [docs](https://workbench.aihub.qualcomm.com/docs/) for more information.
93
 
94
 
95
 
 
200
  spot check the output with expected output.
201
 
202
  **Note**: This on-device profiling and inference requires access to Qualcomm®
203
+ AI Hub Workbench. [Sign up for access](https://myaccount.qualcomm.com/signup).
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