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Depth-Anything-V2

Depth Estimation
PyTorch
LiteRT
android
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v0.38.0

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.38.0 for changelog.

Files changed (7) hide show
  1. Depth-Anything-V2_float.dlc +2 -2
  2. Depth-Anything-V2_float.onnx.zip +2 -2
  3. README.md +26 -31
  4. precompiled/qualcomm-snapdragon-x-elite/Depth-Anything-V2_float.bin +0 -3
  5. precompiled/qualcomm-snapdragon-x-elite/Depth-Anything-V2_float.onnx.zip +0 -3
  6. precompiled/qualcomm-snapdragon-x-elite/tool-versions.yaml +0 -3
  7. tool-versions.yaml +2 -2
Depth-Anything-V2_float.dlc CHANGED
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Depth-Anything-V2_float.onnx.zip CHANGED
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README.md CHANGED
@@ -35,36 +35,31 @@ More details on model performance across various devices, can be found
35
 
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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 | 196.02 ms | 1 - 174 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 | 184.202 ms | 3 - 288 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 | 105.712 ms | 1 - 187 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 | 142.362 ms | 3 - 258 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 | 83.071 ms | 1 - 37 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 | 76.653 ms | 3 - 74 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 | 76.151 ms | 0 - 186 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 | 89.312 ms | 1 - 175 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 | 81.425 ms | 0 - 284 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 | 196.02 ms | 1 - 174 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 | 184.202 ms | 3 - 288 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 | 83.306 ms | 1 - 36 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 | 76.238 ms | 3 - 79 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 | 112.641 ms | 1 - 182 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 | 108.315 ms | 0 - 267 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
53
- | Depth-Anything-V2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 82.938 ms | 1 - 39 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
54
- | Depth-Anything-V2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 76.826 ms | 3 - 67 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
55
- | Depth-Anything-V2 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 89.312 ms | 1 - 175 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
56
- | Depth-Anything-V2 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 81.425 ms | 0 - 284 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
57
- | Depth-Anything-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 84.049 ms | 1 - 35 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
58
- | Depth-Anything-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 76.221 ms | 0 - 38 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
59
- | Depth-Anything-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 76.603 ms | 0 - 187 MB | NPU | [Depth-Anything-V2.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx.zip) |
60
- | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 62.045 ms | 1 - 177 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 S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 58.429 ms | 3 - 291 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
62
- | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 58.679 ms | 2 - 360 MB | NPU | [Depth-Anything-V2.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx.zip) |
63
- | Depth-Anything-V2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 54.333 ms | 1 - 175 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
64
- | Depth-Anything-V2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 51.319 ms | 3 - 379 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
65
- | Depth-Anything-V2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 53.231 ms | 4 - 449 MB | NPU | [Depth-Anything-V2.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx.zip) |
66
- | Depth-Anything-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 74.716 ms | 102 - 102 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
67
- | Depth-Anything-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 75.476 ms | 62 - 62 MB | NPU | [Depth-Anything-V2.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx.zip) |
68
 
69
 
70
 
@@ -146,7 +141,7 @@ from qai_hub_models.models.depth_anything_v2 import Model
146
  torch_model = Model.from_pretrained()
147
 
148
  # Device
149
- device = hub.Device("Samsung Galaxy S24")
150
 
151
  # Trace model
152
  input_shape = torch_model.get_input_spec()
 
35
 
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 | 196.731 ms | 0 - 174 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 | 184.642 ms | 3 - 288 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 | 104.055 ms | 1 - 188 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 | 141.743 ms | 3 - 257 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 | 84.36 ms | 1 - 39 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 | 76.262 ms | 3 - 49 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 | 77.939 ms | 4 - 34 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 | 89.433 ms | 1 - 176 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
46
+ | Depth-Anything-V2 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 196.731 ms | 0 - 174 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
47
+ | Depth-Anything-V2 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 184.642 ms | 3 - 288 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
48
+ | Depth-Anything-V2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 83.91 ms | 0 - 32 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
49
+ | Depth-Anything-V2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 75.769 ms | 3 - 68 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
50
+ | Depth-Anything-V2 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 113.001 ms | 1 - 182 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
51
+ | Depth-Anything-V2 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 109.249 ms | 2 - 270 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
52
+ | Depth-Anything-V2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 83.329 ms | 1 - 39 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
53
+ | Depth-Anything-V2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 76.719 ms | 3 - 61 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
54
+ | Depth-Anything-V2 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 89.433 ms | 1 - 176 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
55
+ | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 61.758 ms | 0 - 176 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
56
+ | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 58.631 ms | 3 - 291 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
57
+ | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 60.329 ms | 0 - 445 MB | NPU | [Depth-Anything-V2.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx.zip) |
58
+ | Depth-Anything-V2 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 47.343 ms | 1 - 175 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
59
+ | Depth-Anything-V2 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 45.029 ms | 0 - 386 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
60
+ | Depth-Anything-V2 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 47.777 ms | 4 - 508 MB | NPU | [Depth-Anything-V2.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx.zip) |
61
+ | Depth-Anything-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 74.918 ms | 101 - 101 MB | NPU | [Depth-Anything-V2.dlc](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.dlc) |
62
+ | Depth-Anything-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 76.945 ms | 62 - 62 MB | NPU | [Depth-Anything-V2.onnx.zip](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx.zip) |
 
 
 
 
 
63
 
64
 
65
 
 
141
  torch_model = Model.from_pretrained()
142
 
143
  # Device
144
+ device = hub.Device("Samsung Galaxy S25")
145
 
146
  # Trace model
147
  input_shape = torch_model.get_input_spec()
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precompiled/qualcomm-snapdragon-x-elite/tool-versions.yaml DELETED
@@ -1,3 +0,0 @@
1
- tool_versions:
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- precompiled_qnn_onnx:
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- qairt: 2.36.4.250725200057_123280
 
 
 
 
tool-versions.yaml CHANGED
@@ -1,4 +1,4 @@
1
  tool_versions:
2
  onnx:
3
- qairt: 2.36.4.250725200057_123280
4
- onnx_runtime: 1.22.0
 
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  tool_versions:
2
  onnx:
3
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