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Depth-Anything-V2

Depth Estimation
PyTorch
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. Depth-Anything-V2_float.dlc +2 -2
  2. Depth-Anything-V2_float.onnx.zip +2 -2
  3. README.md +33 -34
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README.md CHANGED
@@ -35,36 +35,35 @@ 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
  |---|---|---|---|---|---|---|---|---|
38
- | Depth-Anything-V2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 198.115 ms | 1 - 169 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
39
- | Depth-Anything-V2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 186.988 ms | 0 - 228 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
40
- | Depth-Anything-V2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 119.492 ms | 1 - 167 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
41
- | Depth-Anything-V2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 148.439 ms | 3 - 188 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
42
- | Depth-Anything-V2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 85.567 ms | 1 - 36 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
43
- | Depth-Anything-V2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 88.682 ms | 3 - 46 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
44
- | Depth-Anything-V2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 78.862 ms | 0 - 189 MB | NPU | [Depth-Anything-V2.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx.zip) |
45
- | Depth-Anything-V2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 92.452 ms | 19 - 187 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
46
- | Depth-Anything-V2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 91.723 ms | 3 - 230 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
47
- | Depth-Anything-V2 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 198.115 ms | 1 - 169 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
48
- | Depth-Anything-V2 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 186.988 ms | 0 - 228 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
49
- | Depth-Anything-V2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 85.619 ms | 1 - 38 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
50
- | Depth-Anything-V2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 88.167 ms | 3 - 41 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
51
- | Depth-Anything-V2 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 133.337 ms | 1 - 164 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
52
- | Depth-Anything-V2 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 121.894 ms | 3 - 180 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
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- | Depth-Anything-V2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 85.674 ms | 1 - 34 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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- | Depth-Anything-V2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 88.817 ms | 3 - 49 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
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- | Depth-Anything-V2 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 92.452 ms | 19 - 187 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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- | Depth-Anything-V2 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 91.723 ms | 3 - 230 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
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- | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 59.555 ms | 1 - 174 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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- | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 67.706 ms | 3 - 241 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
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- | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 59.792 ms | 0 - 416 MB | NPU | [Depth-Anything-V2.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx.zip) |
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- | Depth-Anything-V2 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 46.939 ms | 1 - 172 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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- | Depth-Anything-V2 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 51.768 ms | 0 - 232 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
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- | Depth-Anything-V2 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 47.93 ms | 4 - 511 MB | NPU | [Depth-Anything-V2.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx.zip) |
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- | Depth-Anything-V2 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 39.97 ms | 0 - 169 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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- | Depth-Anything-V2 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 35.024 ms | 3 - 204 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
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- | Depth-Anything-V2 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 41.549 ms | 0 - 456 MB | NPU | [Depth-Anything-V2.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx.zip) |
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- | Depth-Anything-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 85.355 ms | 82 - 82 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
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- | Depth-Anything-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 77.263 ms | 62 - 62 MB | NPU | [Depth-Anything-V2.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx.zip) |
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@@ -79,9 +78,9 @@ pip install "qai-hub-models[depth-anything-v2]"
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  ```
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81
 
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- ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
83
 
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 +88,7 @@ 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 +199,7 @@ 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.
201
 
202
  **Note**: This on-device profiling and inference requires access to Qualcomm®
203
- AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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36
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | Depth-Anything-V2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 197.472 ms | 0 - 170 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 179.667 ms | 0 - 185 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
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+ | Depth-Anything-V2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 119.407 ms | 1 - 168 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
41
+ | Depth-Anything-V2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 121.189 ms | 3 - 183 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
42
+ | Depth-Anything-V2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 85.22 ms | 1 - 38 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 76.512 ms | 3 - 47 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
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+ | Depth-Anything-V2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 77.939 ms | 4 - 31 MB | NPU | [Depth-Anything-V2.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx.zip) |
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+ | Depth-Anything-V2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 92.215 ms | 0 - 170 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 81.904 ms | 0 - 185 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
47
+ | Depth-Anything-V2 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 197.472 ms | 0 - 170 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 179.667 ms | 0 - 185 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
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+ | Depth-Anything-V2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 84.912 ms | 1 - 38 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 76.562 ms | 4 - 52 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
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+ | Depth-Anything-V2 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 132.909 ms | 1 - 165 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 115.862 ms | 0 - 181 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
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+ | Depth-Anything-V2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 85.857 ms | 0 - 36 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 76.646 ms | 3 - 48 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
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+ | Depth-Anything-V2 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 92.215 ms | 0 - 170 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 81.904 ms | 0 - 185 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
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+ | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 59.518 ms | 1 - 175 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 56.746 ms | 3 - 193 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
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+ | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 59.939 ms | 0 - 415 MB | NPU | [Depth-Anything-V2.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx.zip) |
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+ | Depth-Anything-V2 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 47.524 ms | 0 - 170 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
61
+ | Depth-Anything-V2 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 40.587 ms | 3 - 186 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
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+ | Depth-Anything-V2 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 45.998 ms | 4 - 511 MB | NPU | [Depth-Anything-V2.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx.zip) |
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+ | Depth-Anything-V2 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 35.162 ms | 3 - 204 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
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+ | Depth-Anything-V2 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 41.624 ms | 0 - 456 MB | NPU | [Depth-Anything-V2.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx.zip) |
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+ | Depth-Anything-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 76.854 ms | 87 - 87 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
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+ | Depth-Anything-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 77.348 ms | 62 - 62 MB | NPU | [Depth-Anything-V2.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx.zip) |
 
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78
  ```
79
 
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81
+ ## Configure Qualcomm® AI Hub Workbench to run this model on a cloud-hosted device
82
 
83
+ Sign-in to [Qualcomm® AI Hub Workbench](https://workbench.aihub.qualcomm.com/) with your
84
  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
85
 
86
  With this API token, you can configure your client to run models on the cloud
 
88
  ```bash
89
  qai-hub configure --api_token API_TOKEN
90
  ```
91
+ Navigate to [docs](https://workbench.aihub.qualcomm.com/docs/) for more information.
92
 
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94
 
 
199
  spot check the output with expected output.
200
 
201
  **Note**: This on-device profiling and inference requires access to Qualcomm®
202
+ AI Hub Workbench. [Sign up for access](https://myaccount.qualcomm.com/signup).
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