Hugging Face's logo

qualcomm
/
Depth-Anything-V2

Depth Estimation
PyTorch
android
Model card Files
xet
 Community
1
qaihm-bot commited on
Commit
82b8f5b
·
verified ·
1 Parent(s): 34bf776

v0.55.0

Browse files

See https://github.com/qualcomm/ai-hub-models/releases/v0.55.0 for changelog.

Files changed (2) hide show
  1. README.md +54 -53
  2. release_assets.json +15 -15
README.md CHANGED
@@ -27,10 +27,10 @@ Below are pre-exported model assets ready for deployment.
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/v0.54.0/depth_anything_v2-onnx-float.zip)
31
- | 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/v0.54.0/depth_anything_v2-qnn_dlc-float.zip)
32
- | 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/v0.54.0/depth_anything_v2-qnn_dlc-w8a16.zip)
33
- | 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/v0.54.0/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
 
@@ -59,55 +59,56 @@ See our repository for [Depth-Anything-V2 on GitHub](https://github.com/qualcomm
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
64
- | 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 | Snapdragon® 8 Elite For Galaxy Mobile | 22.839 ms | 2 - 433 MB | NPU
70
- | Depth-Anything-V2 | ONNX | float | Qualcomm® QCS9075 | 54.667 ms | 3 - 9 MB | NPU
71
- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 19.771 ms | 3 - 381 MB | NPU
72
- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 24.837 ms | 3 - 389 MB | NPU
73
- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X2 Elite | 20.25 ms | 3 - 3 MB | NPU
74
- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X Elite | 51.277 ms | 3 - 3 MB | NPU
75
- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X Elite | 51.277 ms | 3 - 3 MB | NPU
76
- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 38.857 ms | 3 - 513 MB | NPU
77
- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 51.036 ms | 3 - 6 MB | NPU
78
- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8775P | 56.629 ms | 0 - 369 MB | NPU
79
- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8775P | 56.629 ms | 0 - 369 MB | NPU
80
- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8775P | 56.629 ms | 0 - 369 MB | NPU
81
- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA7255P | 142.323 ms | 1 - 388 MB | NPU
82
- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 92.825 ms | 3 - 487 MB | NPU
83
- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8295P | 82.742 ms | 3 - 365 MB | NPU
84
- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 24.837 ms | 3 - 389 MB | NPU
85
- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS9075 | 62.094 ms | 3 - 9 MB | NPU
86
- | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 82.19 ms | 2 - 2008 MB | NPU
87
- | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 94.996 ms | 2 - 2017 MB | NPU
88
- | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 70.717 ms | 2 - 2 MB | NPU
89
- | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® X Elite | 137.583 ms | 2 - 2 MB | NPU
90
- | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® X Elite | 137.583 ms | 2 - 2 MB | NPU
91
- | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 111.762 ms | 2 - 2296 MB | NPU
92
- | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 142.655 ms | 2 - 4 MB | NPU
93
- | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 142.04 ms | 2 - 2000 MB | NPU
94
- | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 142.04 ms | 2 - 2000 MB | NPU
95
- | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 142.04 ms | 2 - 2000 MB | NPU
96
- | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® SA7255P | 259.475 ms | 2 - 1998 MB | NPU
97
- | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 94.996 ms | 2 - 2017 MB | NPU
98
- | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 141.65 ms | 2 - 5 MB | NPU
99
- | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 19.63 ms | 1 - 389 MB | NPU
100
- | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Elite Mobile | 24.623 ms | 1 - 396 MB | NPU
101
- | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 38.771 ms | 0 - 511 MB | NPU
102
- | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 52.273 ms | 1 - 12 MB | NPU
103
- | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8775P | 56.633 ms | 1 - 379 MB | NPU
104
- | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8775P | 56.633 ms | 1 - 379 MB | NPU
105
- | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8775P | 56.633 ms | 1 - 379 MB | NPU
106
- | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA7255P | 142.647 ms | 1 - 395 MB | NPU
107
- | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 93.061 ms | 1 - 490 MB | NPU
108
- | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8295P | 82.465 ms | 1 - 370 MB | NPU
109
- | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 24.623 ms | 1 - 396 MB | NPU
110
- | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS9075 | 61.348 ms | 1 - 57 MB | NPU
 
111
 
112
  ## License
113
  * 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 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.55.0/depth_anything_v2-onnx-float.zip)
31
+ | 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/v0.55.0/depth_anything_v2-qnn_dlc-float.zip)
32
+ | 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/v0.55.0/depth_anything_v2-qnn_dlc-w8a16.zip)
33
+ | 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/v0.55.0/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 | 18.483 ms | 7 - 431 MB | NPU
63
+ | Depth-Anything-V2 | ONNX | float | Snapdragon® X2 Elite | 18.731 ms | 209 - 209 MB | NPU
64
+ | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 31.686 ms | 5 - 578 MB | NPU
65
+ | Depth-Anything-V2 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 43.646 ms | 0 - 67 MB | NPU
66
+ | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 22.483 ms | 2 - 423 MB | NPU
67
+ | Depth-Anything-V2 | ONNX | float | Qualcomm® QCS9075 | 54.466 ms | 4 - 49 MB | NPU
68
+ | Depth-Anything-V2 | ONNX | float | Qualcomm® QCS8750 | 22.483 ms | 2 - 423 MB | NPU
69
+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 19.84 ms | 3 - 381 MB | NPU
70
+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X2 Elite | 20.351 ms | 3 - 3 MB | NPU
71
+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X Elite | 51.365 ms | 3 - 3 MB | NPU
72
+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 38.547 ms | 3 - 510 MB | NPU
73
+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8275 | 142.537 ms | 0 - 387 MB | NPU
74
+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 50.993 ms | 3 - 5 MB | NPU
75
+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8775P | 56.606 ms | 1 - 370 MB | NPU
76
+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8650P | 56.606 ms | 1 - 370 MB | NPU
77
+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8255P | 56.606 ms | 1 - 370 MB | NPU
78
+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 92.764 ms | 3 - 488 MB | NPU
79
+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA7255P | 142.537 ms | 0 - 387 MB | NPU
80
+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8295P | 82.708 ms | 0 - 363 MB | NPU
81
+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 24.857 ms | 0 - 385 MB | NPU
82
+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS9075 | 61.809 ms | 3 - 9 MB | NPU
83
+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8750 | 24.857 ms | 0 - 385 MB | NPU
84
+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS7181 | 51.365 ms | 3 - 3 MB | NPU
85
+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 81.832 ms | 2 - 2005 MB | NPU
86
+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 70.951 ms | 2 - 2 MB | NPU
87
+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® X Elite | 137.659 ms | 2 - 2 MB | NPU
88
+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 114.049 ms | 0 - 2294 MB | NPU
89
+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 265.517 ms | 2 - 2002 MB | NPU
90
+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 142.084 ms | 2 - 1767 MB | NPU
91
+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 141.143 ms | 2 - 2001 MB | NPU
92
+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® SA8650P | 141.143 ms | 2 - 2001 MB | NPU
93
+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® SA8255P | 141.143 ms | 2 - 2001 MB | NPU
94
+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® SA7255P | 265.517 ms | 2 - 2002 MB | NPU
95
+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 92.027 ms | 2 - 2015 MB | NPU
96
+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 142.158 ms | 2 - 5 MB | NPU
97
+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® QCS8750 | 92.027 ms | 2 - 2015 MB | NPU
98
+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® QCS7181 | 137.659 ms | 2 - 2 MB | NPU
99
+ | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 19.793 ms | 1 - 390 MB | NPU
100
+ | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 39.077 ms | 1 - 522 MB | NPU
101
+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8275 | 142.669 ms | 1 - 396 MB | NPU
102
+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 50.993 ms | 1 - 9 MB | NPU
103
+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8775P | 56.663 ms | 1 - 379 MB | NPU
104
+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8650P | 56.663 ms | 1 - 379 MB | NPU
105
+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8255P | 56.663 ms | 1 - 379 MB | NPU
106
+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 93.06 ms | 0 - 492 MB | NPU
107
+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA7255P | 142.669 ms | 1 - 396 MB | NPU
108
+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8295P | 82.459 ms | 1 - 370 MB | NPU
109
+ | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 24.831 ms | 1 - 397 MB | NPU
110
+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS9075 | 61.86 ms | 1 - 57 MB | NPU
111
+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8750 | 24.831 ms | 1 - 397 MB | NPU
112
 
113
  ## License
114
  * The license for the original implementation of Depth-Anything-V2 can be found
release_assets.json CHANGED
@@ -1,16 +1,6 @@
1
  {
2
- "version": "0.54.0",
3
  "precisions": {
4
- "w8a16": {
5
- "universal_assets": {
6
- "qnn_dlc": {
7
- "tool_versions": {
8
- "qairt": "2.45.0.260326154327"
9
- },
10
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.54.0/depth_anything_v2-qnn_dlc-w8a16.zip"
11
- }
12
- }
13
- },
14
  "float": {
15
  "universal_assets": {
16
  "tflite": {
@@ -18,20 +8,30 @@
18
  "qairt": "2.45.0.260326154327",
19
  "litert": "1.4.3"
20
  },
21
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.54.0/depth_anything_v2-tflite-float.zip"
22
  },
23
  "qnn_dlc": {
24
  "tool_versions": {
25
  "qairt": "2.45.0.260326154327"
26
  },
27
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.54.0/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/v0.54.0/depth_anything_v2-onnx-float.zip"
35
  }
36
  }
37
  }
 
1
  {
2
+ "version": "0.55.0",
3
  "precisions": {
 
 
 
 
 
 
 
 
 
 
4
  "float": {
5
  "universal_assets": {
6
  "tflite": {
 
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/v0.55.0/depth_anything_v2-tflite-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
17
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.55.0/depth_anything_v2-qnn_dlc-float.zip"
18
  },
19
  "onnx": {
20
  "tool_versions": {
21
  "qairt": "2.42.0.251225135753_193295",
22
+ "onnx_runtime": "1.25.0"
23
+ },
24
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.55.0/depth_anything_v2-onnx-float.zip"
25
+ }
26
+ }
27
+ },
28
+ "w8a16": {
29
+ "universal_assets": {
30
+ "qnn_dlc": {
31
+ "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/v0.55.0/depth_anything_v2-qnn_dlc-w8a16.zip"
35
  }
36
  }
37
  }