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Depth-Anything-V2

Depth Estimation
PyTorch
android
Model card Files
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v0.53.0

Browse files

See https://github.com/qualcomm/ai-hub-models/releases/v0.53.0 for changelog.

Files changed (2) hide show
  1. README.md +56 -43
  2. release_assets.json +15 -15
README.md CHANGED
@@ -27,10 +27,10 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
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- | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.52.0/depth_anything_v2-onnx-float.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.52.0/depth_anything_v2-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.52.0/depth_anything_v2-qnn_dlc-w8a16.zip)
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- | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.52.0/depth_anything_v2-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[Depth-Anything-V2 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/depth_anything_v2)**.
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@@ -59,45 +59,58 @@ See our repository for [Depth-Anything-V2 on GitHub](https://github.com/qualcomm
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  ## Performance Summary
60
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
61
  |---|---|---|---|---|---|---
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- | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 30.194 ms | 5 - 534 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Snapdragon® X2 Elite | 30.425 ms | 49 - 49 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Snapdragon® X Elite | 73.819 ms | 48 - 48 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 48.977 ms | 0 - 667 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 72.369 ms | 0 - 58 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Qualcomm® QCS9075 | 90.33 ms | 3 - 9 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 35.95 ms | 2 - 503 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 33.333 ms | 3 - 459 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X2 Elite | 36.349 ms | 3 - 3 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X Elite | 92.27 ms | 3 - 3 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 66.376 ms | 0 - 622 MB | NPU
73
- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 205.467 ms | 2 - 475 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 91.276 ms | 3 - 6 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8775P | 100.423 ms | 1 - 497 MB | NPU
76
- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS9075 | 103.761 ms | 3 - 9 MB | NPU
77
- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 141.311 ms | 3 - 536 MB | NPU
78
- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA7255P | 205.467 ms | 2 - 475 MB | NPU
79
- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8295P | 132.831 ms | 0 - 432 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 50.833 ms | 0 - 467 MB | NPU
81
- | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 89.552 ms | 2 - 1900 MB | NPU
82
- | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 94.877 ms | 2 - 2 MB | NPU
83
- | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® X Elite | 154.944 ms | 2 - 2 MB | NPU
84
- | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 127.19 ms | 1 - 2173 MB | NPU
85
- | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 291.636 ms | 2 - 1928 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 168.943 ms | 2 - 4 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 157.376 ms | 2 - 1779 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 159.671 ms | 2 - 5 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® SA7255P | 291.636 ms | 2 - 1928 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 103.043 ms | 2 - 1911 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 30.323 ms | 1 - 467 MB | NPU
92
- | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 56.941 ms | 1 - 614 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 185.083 ms | 1 - 469 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 79.394 ms | 1 - 12 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8775P | 82.713 ms | 1 - 436 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS9075 | 97.364 ms | 0 - 58 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 154.196 ms | 0 - 593 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA7255P | 185.083 ms | 1 - 469 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8295P | 106.525 ms | 0 - 429 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 41.489 ms | 1 - 440 MB | NPU
 
 
 
 
 
 
 
 
 
 
 
 
 
101
 
102
  ## License
103
  * The license for the original implementation of Depth-Anything-V2 can be found
 
27
 
28
  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
+ | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.53.0/depth_anything_v2-onnx-float.zip)
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+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.53.0/depth_anything_v2-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.53.0/depth_anything_v2-qnn_dlc-w8a16.zip)
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+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.53.0/depth_anything_v2-tflite-float.zip)
34
 
35
  For more device-specific assets and performance metrics, visit **[Depth-Anything-V2 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/depth_anything_v2)**.
36
 
 
59
  ## Performance Summary
60
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
61
  |---|---|---|---|---|---|---
62
+ | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 18.537 ms | 3 - 418 MB | NPU
63
+ | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Elite Mobile | 22.839 ms | 2 - 433 MB | NPU
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+ | Depth-Anything-V2 | ONNX | float | Snapdragon® X2 Elite | 18.701 ms | 48 - 48 MB | NPU
65
+ | Depth-Anything-V2 | ONNX | float | Snapdragon® X Elite | 45.117 ms | 47 - 47 MB | NPU
66
+ | Depth-Anything-V2 | ONNX | float | Snapdragon® X Elite | 45.117 ms | 47 - 47 MB | NPU
67
+ | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 31.951 ms | 1 - 571 MB | NPU
68
+ | Depth-Anything-V2 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 43.774 ms | 0 - 58 MB | NPU
69
+ | Depth-Anything-V2 | ONNX | float | Qualcomm® QCS9075 | 54.667 ms | 3 - 9 MB | NPU
70
+ | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 22.839 ms | 2 - 433 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 19.727 ms | 3 - 381 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 24.639 ms | 0 - 385 MB | NPU
73
+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X2 Elite | 20.327 ms | 3 - 3 MB | NPU
74
+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X Elite | 51.334 ms | 3 - 3 MB | NPU
75
+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X Elite | 51.334 ms | 3 - 3 MB | NPU
76
+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 38.975 ms | 1 - 513 MB | NPU
77
+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 142.165 ms | 1 - 387 MB | NPU
78
+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 51.015 ms | 3 - 50 MB | NPU
79
+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8775P | 56.628 ms | 1 - 370 MB | NPU
80
+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8775P | 56.628 ms | 1 - 370 MB | NPU
81
+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8775P | 56.628 ms | 1 - 370 MB | NPU
82
+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS9075 | 62.208 ms | 3 - 9 MB | NPU
83
+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 92.841 ms | 3 - 488 MB | NPU
84
+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA7255P | 142.165 ms | 1 - 387 MB | NPU
85
+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8295P | 82.702 ms | 1 - 363 MB | NPU
86
+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 24.639 ms | 0 - 385 MB | NPU
87
+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 81.828 ms | 2 - 2006 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 93.815 ms | 2 - 2015 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 70.672 ms | 2 - 2 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® X Elite | 137.776 ms | 2 - 2 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® X Elite | 137.776 ms | 2 - 2 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 113.813 ms | 0 - 2295 MB | NPU
93
+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 260.877 ms | 2 - 1997 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 165.506 ms | 2 - 1578 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 141.335 ms | 2 - 2000 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 141.335 ms | 2 - 2000 MB | NPU
97
+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 141.335 ms | 2 - 2000 MB | NPU
98
+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 142.128 ms | 2 - 5 MB | NPU
99
+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® SA7255P | 260.877 ms | 2 - 1997 MB | NPU
100
+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 93.815 ms | 2 - 2015 MB | NPU
101
+ | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 19.63 ms | 1 - 389 MB | NPU
102
+ | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Elite Mobile | 24.623 ms | 1 - 396 MB | NPU
103
+ | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 38.771 ms | 0 - 511 MB | NPU
104
+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 142.647 ms | 1 - 395 MB | NPU
105
+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 52.273 ms | 1 - 12 MB | NPU
106
+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8775P | 56.633 ms | 1 - 379 MB | NPU
107
+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8775P | 56.633 ms | 1 - 379 MB | NPU
108
+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8775P | 56.633 ms | 1 - 379 MB | NPU
109
+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS9075 | 61.348 ms | 1 - 57 MB | NPU
110
+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 93.061 ms | 1 - 490 MB | NPU
111
+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA7255P | 142.647 ms | 1 - 395 MB | NPU
112
+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8295P | 82.465 ms | 1 - 370 MB | NPU
113
+ | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 24.623 ms | 1 - 396 MB | NPU
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115
  ## License
116
  * The license for the original implementation of Depth-Anything-V2 can be found
release_assets.json CHANGED
@@ -1,37 +1,37 @@
1
  {
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- "version": "0.52.0",
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  "precisions": {
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- "w8a16": {
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- "universal_assets": {
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- "qnn_dlc": {
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- "tool_versions": {
8
- "qairt": "2.45.0.260326154327"
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- },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.52.0/depth_anything_v2-qnn_dlc-w8a16.zip"
11
- }
12
- }
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- },
14
  "float": {
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  "universal_assets": {
16
  "tflite": {
17
  "tool_versions": {
18
  "qairt": "2.45.0.260326154327",
19
- "litert": "1.4.2"
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  },
21
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.52.0/depth_anything_v2-tflite-float.zip"
22
  },
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  "qnn_dlc": {
24
  "tool_versions": {
25
  "qairt": "2.45.0.260326154327"
26
  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.52.0/depth_anything_v2-qnn_dlc-float.zip"
28
  },
29
  "onnx": {
30
  "tool_versions": {
31
  "qairt": "2.42.0.251225135753_193295",
32
  "onnx_runtime": "1.24.3"
33
  },
34
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.52.0/depth_anything_v2-onnx-float.zip"
 
 
 
 
 
 
 
 
 
 
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  }
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  }
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  }
 
1
  {
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+ "version": "0.53.0",
3
  "precisions": {
 
 
 
 
 
 
 
 
 
 
4
  "float": {
5
  "universal_assets": {
6
  "tflite": {
7
  "tool_versions": {
8
  "qairt": "2.45.0.260326154327",
9
+ "litert": "1.4.3"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.53.0/depth_anything_v2-tflite-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.53.0/depth_anything_v2-qnn_dlc-float.zip"
18
  },
19
  "onnx": {
20
  "tool_versions": {
21
  "qairt": "2.42.0.251225135753_193295",
22
  "onnx_runtime": "1.24.3"
23
  },
24
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.53.0/depth_anything_v2-onnx-float.zip"
25
+ }
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+ }
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+ },
28
+ "w8a16": {
29
+ "universal_assets": {
30
+ "qnn_dlc": {
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+ "tool_versions": {
32
+ "qairt": "2.45.0.260326154327"
33
+ },
34
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.53.0/depth_anything_v2-qnn_dlc-w8a16.zip"
35
  }
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  }
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  }