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Depth-Anything-V2

Depth Estimation
PyTorch
android
Model card Files
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v0.30.2

Browse files

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

Files changed (3) hide show
  1. Depth-Anything-V2.bin +0 -3
  2. Depth-Anything-V2.so +0 -3
  3. README.md +30 -34
Depth-Anything-V2.bin DELETED
@@ -1,3 +0,0 @@
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- size 69498800
 
 
 
 
Depth-Anything-V2.so DELETED
@@ -1,3 +0,0 @@
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- version https://git-lfs.github.com/spec/v1
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- oid sha256:cbb1ac4e6a5832f714e2fb81430342882a78ba90ba1d8c961b8d3ec47b3c515c
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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-V2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 274.885 ms | 1 - 584 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 | 913.948 ms | 3 - 12 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 183.217 ms | 1 - 620 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 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 270.676 ms | 0 - 663 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 145.46 ms | 1 - 98 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 | 145.578 ms | 3 - 6 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 142.11 ms | 1 - 584 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 | 144.205 ms | 2 - 14 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 274.885 ms | 1 - 584 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 | 913.948 ms | 3 - 12 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 138.227 ms | 0 - 99 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 | 146.082 ms | 3 - 5 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 192.963 ms | 1 - 589 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 | 180.754 ms | 0 - 18 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 145.48 ms | 0 - 99 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 | 140.415 ms | 3 - 5 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 142.11 ms | 1 - 584 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 | 144.205 ms | 2 - 14 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 137.952 ms | 1 - 99 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 S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 139.271 ms | 3 - 95 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 149.007 ms | 0 - 190 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx) |
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- | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 109.573 ms | 1 - 576 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 | 110.686 ms | 3 - 698 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 112.949 ms | 5 - 782 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx) |
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- | Depth-Anything-V2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 98.238 ms | 1 - 550 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 QRD | Snapdragon® 8 Elite Mobile | QNN | 93.1 ms | 3 - 773 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 102.405 ms | 2 - 847 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx) |
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- | Depth-Anything-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 133.617 ms | 3 - 3 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 149.271 ms | 67 - 67 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx) |
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- | Depth-Anything-V2 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 355.782 ms | 100 - 317 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2_w8a16.onnx) |
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- | Depth-Anything-V2 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 302.989 ms | 163 - 1150 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2_w8a16.onnx) |
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- | Depth-Anything-V2 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 342.568 ms | 175 - 1175 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2_w8a16.onnx) |
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- | Depth-Anything-V2 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 483.272 ms | 231 - 231 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2_w8a16.onnx) |
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@@ -130,7 +126,7 @@ Profiling Results
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  Depth-Anything-V2
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 274.9
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  Estimated peak memory usage (MB): [1, 584]
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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-V2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 275.559 ms | 1 - 584 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 | 271.276 ms | 2 - 11 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 175.411 ms | 1 - 621 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 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 272.552 ms | 3 - 664 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 146.316 ms | 1 - 105 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 | 145.387 ms | 3 - 6 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 142.031 ms | 1 - 584 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 | 144.252 ms | 0 - 11 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 275.559 ms | 1 - 584 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 | 271.276 ms | 2 - 11 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 137.332 ms | 1 - 103 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 | 139.938 ms | 4 - 6 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 192.581 ms | 1 - 589 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 | 180.838 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 137.891 ms | 1 - 101 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 | 139.928 ms | 3 - 5 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 142.031 ms | 1 - 584 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 | 144.252 ms | 0 - 11 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 143.879 ms | 1 - 99 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 S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 147.507 ms | 3 - 101 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 151.546 ms | 2 - 199 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx) |
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+ | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 109.259 ms | 1 - 577 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 | 110.126 ms | 3 - 696 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 113.087 ms | 3 - 778 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx) |
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+ | Depth-Anything-V2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 97.387 ms | 0 - 550 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 QRD | Snapdragon® 8 Elite Mobile | QNN | 100.468 ms | 3 - 774 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 100.858 ms | 7 - 855 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx) |
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+ | Depth-Anything-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 133.623 ms | 3 - 3 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 148.429 ms | 67 - 67 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx) |
 
 
 
 
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126
  Depth-Anything-V2
127
  Device : cs_8275 (ANDROID 14)
128
  Runtime : TFLITE
129
+ Estimated inference time (ms) : 275.6
130
  Estimated peak memory usage (MB): [1, 584]
131
  Total # Ops : 646
132
  Compute Unit(s) : npu (646 ops) gpu (0 ops) cpu (0 ops)