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Depth-Anything

Depth Estimation
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android
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v0.30.2

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See https://github.com/quic/ai-hub-models/releases/v0.30.2 for changelog.

Files changed (3) hide show
  1. Depth-Anything.bin +0 -3
  2. Depth-Anything.so +0 -3
  3. README.md +30 -34
Depth-Anything.bin DELETED
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Depth-Anything.so DELETED
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- version https://git-lfs.github.com/spec/v1
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- oid sha256:715030ccc19a276539d3d6808d096c56636d2f2141f1e20038939b0a765a69fb
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- size 100311048
 
 
 
 
README.md CHANGED
@@ -34,39 +34,35 @@ 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
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  |---|---|---|---|---|---|---|---|---|
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- | Depth-Anything | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 889.207 ms | 1 - 585 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 | 272.538 ms | 0 - 10 MB | NPU | Use Export Script |
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- | Depth-Anything | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 194.929 ms | 1 - 617 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 | 281.951 ms | 2 - 663 MB | NPU | Use Export Script |
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- | Depth-Anything | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 136.87 ms | 1 - 94 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 | 140.076 ms | 3 - 6 MB | NPU | Use Export Script |
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- | Depth-Anything | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 141.898 ms | 1 - 585 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 | 143.261 ms | 0 - 11 MB | NPU | Use Export Script |
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- | Depth-Anything | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 889.207 ms | 1 - 585 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 | 272.538 ms | 0 - 10 MB | NPU | Use Export Script |
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- | Depth-Anything | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 143.601 ms | 1 - 89 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 | 142.411 ms | 3 - 5 MB | NPU | Use Export Script |
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- | Depth-Anything | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 192.592 ms | 1 - 589 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 | 177.255 ms | 0 - 18 MB | NPU | Use Export Script |
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- | Depth-Anything | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 146.041 ms | 1 - 91 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 | 143.912 ms | 3 - 5 MB | NPU | Use Export Script |
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- | Depth-Anything | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 141.898 ms | 1 - 585 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 | 143.261 ms | 0 - 11 MB | NPU | Use Export Script |
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- | Depth-Anything | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 137.176 ms | 1 - 91 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 S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 146.161 ms | 3 - 93 MB | NPU | Use Export Script |
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- | Depth-Anything | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 149.58 ms | 0 - 202 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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- | Depth-Anything | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 109.044 ms | 0 - 574 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 | 109.468 ms | 3 - 656 MB | NPU | Use Export Script |
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- | Depth-Anything | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 112.089 ms | 0 - 741 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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- | Depth-Anything | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 96.942 ms | 1 - 551 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 QRD | Snapdragon® 8 Elite Mobile | QNN | 98.111 ms | 0 - 670 MB | NPU | Use Export Script |
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- | Depth-Anything | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 98.647 ms | 5 - 749 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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- | Depth-Anything | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 133.059 ms | 3 - 3 MB | NPU | Use Export Script |
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- | Depth-Anything | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 148.016 ms | 66 - 66 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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- | Depth-Anything | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 428.557 ms | 94 - 319 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything_w8a16.onnx) |
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- | Depth-Anything | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 346.723 ms | 163 - 1148 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything_w8a16.onnx) |
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- | Depth-Anything | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 342.126 ms | 160 - 1165 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything_w8a16.onnx) |
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- | Depth-Anything | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 433.112 ms | 232 - 232 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything_w8a16.onnx) |
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@@ -130,7 +126,7 @@ Profiling Results
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  Depth-Anything
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 889.2
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  Estimated peak memory usage (MB): [1, 585]
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  Total # Ops : 646
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  Compute Unit(s) : npu (646 ops) gpu (0 ops) cpu (0 ops)
 
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
37
+ | Depth-Anything | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 274.831 ms | 1 - 585 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 | 272.771 ms | 2 - 11 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 180.679 ms | 1 - 621 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 | 315.717 ms | 3 - 661 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 137.612 ms | 1 - 92 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 | 143.701 ms | 3 - 6 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 142.018 ms | 1 - 585 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 | 143.248 ms | 2 - 12 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 274.831 ms | 1 - 585 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 | 272.771 ms | 2 - 11 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 146.486 ms | 1 - 95 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 | 140.508 ms | 3 - 5 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 192.411 ms | 1 - 589 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 | 177.139 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 146.914 ms | 0 - 98 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 | 137.443 ms | 3 - 5 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 142.018 ms | 1 - 585 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 | 143.248 ms | 2 - 12 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 137.757 ms | 1 - 95 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 S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 145.698 ms | 0 - 108 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 146.122 ms | 2 - 285 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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+ | Depth-Anything | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 109.564 ms | 1 - 574 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 | 109.812 ms | 3 - 652 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 111.779 ms | 3 - 741 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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+ | Depth-Anything | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 96.094 ms | 1 - 551 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 QRD | Snapdragon® 8 Elite Mobile | QNN | 89.508 ms | 0 - 670 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 90.171 ms | 5 - 749 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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+ | Depth-Anything | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 133.325 ms | 3 - 3 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 147.396 ms | 66 - 66 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
 
 
 
 
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126
  Depth-Anything
127
  Device : cs_8275 (ANDROID 14)
128
  Runtime : TFLITE
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+ Estimated inference time (ms) : 274.8
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  Estimated peak memory usage (MB): [1, 585]
131
  Total # Ops : 646
132
  Compute Unit(s) : npu (646 ops) gpu (0 ops) cpu (0 ops)