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Depth-Anything-V2

Depth Estimation
PyTorch
LiteRT
android
Model card Files
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Commit
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v0.31.0

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.31.0 for changelog.

Files changed (3) hide show
  1. .gitattributes +1 -0
  2. Depth-Anything-V2.dlc +3 -0
  3. README.md +31 -31
.gitattributes CHANGED
@@ -34,3 +34,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  Depth-Anything-V2.so filter=lfs diff=lfs merge=lfs -text
 
 
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  Depth-Anything-V2.so filter=lfs diff=lfs merge=lfs -text
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+ Depth-Anything-V2.dlc filter=lfs diff=lfs merge=lfs -text
Depth-Anything-V2.dlc ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:0b9279e5f7828f757084e8195734ed651fd95f38eca974b6fe586523ccca3fc8
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+ size 99329409
README.md CHANGED
@@ -34,35 +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 | 889.518 ms | 1 - 598 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 | 245.901 ms | 2 - 10 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 192.834 ms | 1 - 628 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 | 244.88 ms | 1 - 669 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 144.789 ms | 1 - 104 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 | 131.932 ms | 3 - 5 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 143.826 ms | 1 - 597 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 | 130.744 ms | 1 - 11 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 889.518 ms | 1 - 598 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 | 245.901 ms | 2 - 10 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 147.49 ms | 0 - 102 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 | 130.649 ms | 3 - 6 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 183.019 ms | 1 - 597 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 | 166.375 ms | 0 - 17 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 148.76 ms | 0 - 108 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 | 133.085 ms | 3 - 7 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 143.826 ms | 1 - 597 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 | 130.744 ms | 1 - 11 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 138.816 ms | 0 - 102 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 | 126.571 ms | 3 - 102 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 146.429 ms | 2 - 275 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 | 110.456 ms | 0 - 591 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 | 99.074 ms | 3 - 730 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 110.067 ms | 0 - 797 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 | 98.459 ms | 0 - 562 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 | 88.257 ms | 3 - 785 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 91.333 ms | 3 - 886 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 | 122.245 ms | 3 - 3 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 143.495 ms | 68 - 68 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx) |
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@@ -126,8 +126,8 @@ 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) : 889.5
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- Estimated peak memory usage (MB): [1, 598]
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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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  ```
 
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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 | 276.236 ms | 1 - 597 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 | 247.405 ms | 0 - 731 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 | 191.039 ms | 1 - 630 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_DLC | 255.981 ms | 0 - 668 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) | TFLITE | 147.317 ms | 1 - 102 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 | 126.194 ms | 3 - 102 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 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 143.836 ms | 1 - 597 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 | 130.392 ms | 0 - 727 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 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 276.236 ms | 1 - 597 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 | 247.405 ms | 0 - 731 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 | 139.306 ms | 1 - 104 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 | 130.699 ms | 3 - 104 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 | 182.975 ms | 1 - 597 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 | 165.8 ms | 0 - 707 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 | 146.065 ms | 0 - 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 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 130.886 ms | 3 - 99 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 | 143.836 ms | 1 - 597 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 | 130.392 ms | 0 - 727 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 S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 139.704 ms | 1 - 104 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_DLC | 126.633 ms | 3 - 99 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 S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 145.174 ms | 1 - 278 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 | 110.154 ms | 0 - 588 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 | 99.403 ms | 3 - 727 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 | 111.993 ms | 0 - 802 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 | 98.794 ms | 0 - 562 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_DLC | 88.965 ms | 3 - 787 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 QRD | Snapdragon® 8 Elite Mobile | ONNX | 91.695 ms | 5 - 887 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_DLC | 141.971 ms | 123 - 123 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 | 143.769 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
127
  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 276.2
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+ Estimated peak memory usage (MB): [1, 597]
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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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  ```