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Depth-Anything

Depth Estimation
PyTorch
LiteRT
ONNX
android
Model card Files Community
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Commit
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1 Parent(s): c95d043

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.dlc +3 -0
  3. README.md +30 -30
.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.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.so filter=lfs diff=lfs merge=lfs -text
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+ Depth-Anything.dlc filter=lfs diff=lfs merge=lfs -text
Depth-Anything.dlc ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:f8f32c9b36836b4433c45f1b122533fb222378faa1dd813807df7fa85da9d24f
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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 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 889.252 ms | 1 - 595 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 | 243.727 ms | 1 - 10 MB | NPU | Use Export Script |
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- | Depth-Anything | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 176.254 ms | 1 - 629 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 | 248.72 ms | 1 - 644 MB | NPU | Use Export Script |
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- | Depth-Anything | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 148.062 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 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 132.349 ms | 3 - 5 MB | NPU | Use Export Script |
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- | Depth-Anything | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 143.66 ms | 1 - 595 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 | 129.397 ms | 1 - 11 MB | NPU | Use Export Script |
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- | Depth-Anything | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 889.252 ms | 1 - 595 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 | 243.727 ms | 1 - 10 MB | NPU | Use Export Script |
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- | Depth-Anything | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 147.541 ms | 1 - 100 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 | 132.594 ms | 3 - 6 MB | NPU | Use Export Script |
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- | Depth-Anything | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 182.658 ms | 1 - 598 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 | 161.899 ms | 0 - 16 MB | NPU | Use Export Script |
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- | Depth-Anything | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 139.75 ms | 1 - 96 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 | 132.531 ms | 3 - 5 MB | NPU | Use Export Script |
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- | Depth-Anything | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 143.66 ms | 1 - 595 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 | 129.397 ms | 1 - 11 MB | NPU | Use Export Script |
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- | Depth-Anything | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 150.727 ms | 1 - 96 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 | 130.352 ms | 3 - 97 MB | NPU | Use Export Script |
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- | Depth-Anything | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 135.102 ms | 4 - 206 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 | 110.701 ms | 0 - 588 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 | 96.998 ms | 3 - 689 MB | NPU | Use Export Script |
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- | Depth-Anything | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 108.393 ms | 5 - 781 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 | 98.053 ms | 1 - 562 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 | 85.768 ms | 2 - 699 MB | NPU | Use Export Script |
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- | Depth-Anything | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 88.674 ms | 5 - 769 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 | 120.388 ms | 3 - 3 MB | NPU | Use Export Script |
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- | Depth-Anything | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 140.825 ms | 67 - 67 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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@@ -126,7 +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) : 889.3
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  Estimated peak memory usage (MB): [1, 595]
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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
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  |---|---|---|---|---|---|---|---|---|
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+ | Depth-Anything | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 274.389 ms | 1 - 595 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 | 244.903 ms | 0 - 692 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 | 182.266 ms | 1 - 631 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 | 256.92 ms | 0 - 640 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 | 148.282 ms | 1 - 100 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 | 130.472 ms | 3 - 94 MB | NPU | [Depth-Anything.dlc](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.dlc) |
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+ | Depth-Anything | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 143.621 ms | 1 - 596 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 | 129.008 ms | 112 - 803 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 | 274.389 ms | 1 - 595 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 | 244.903 ms | 0 - 692 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 | 148.353 ms | 1 - 101 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 | 124.745 ms | 0 - 110 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 | 182.609 ms | 1 - 598 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 | 161.2 ms | 0 - 671 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 | 149.658 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_DLC | 124.827 ms | 3 - 110 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 | 143.621 ms | 1 - 596 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 | 129.008 ms | 112 - 803 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 S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 150.557 ms | 1 - 96 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_DLC | 131.476 ms | 3 - 96 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 S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 146.633 ms | 0 - 201 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 | 110.455 ms | 1 - 590 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 | 97.854 ms | 3 - 689 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 | 107.682 ms | 5 - 782 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 | 86.949 ms | 1 - 561 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_DLC | 86.776 ms | 0 - 696 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 QRD | Snapdragon® 8 Elite Mobile | ONNX | 89.475 ms | 5 - 770 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_DLC | 138.955 ms | 115 - 115 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 | 140.742 ms | 67 - 67 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) : 274.4
130
  Estimated peak memory usage (MB): [1, 595]
131
  Total # Ops : 646
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  Compute Unit(s) : npu (646 ops) gpu (0 ops) cpu (0 ops)