Hugging Face's logo

qualcomm
/
Depth-Anything

Depth Estimation
PyTorch
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
f669895
·
verified ·
1 Parent(s): 567deb1

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +35 -35
README.md CHANGED
@@ -34,39 +34,39 @@ More details on model performance across various devices, can be found
34
 
35
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
37
- | Depth-Anything | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 273.712 ms | 2 - 586 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
38
- | Depth-Anything | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 271.688 ms | 1 - 11 MB | NPU | Use Export Script |
39
- | Depth-Anything | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 171.45 ms | 1 - 621 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
40
- | Depth-Anything | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 271.721 ms | 2 - 660 MB | NPU | Use Export Script |
41
- | Depth-Anything | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 136.761 ms | 1 - 94 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
42
- | Depth-Anything | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 140.541 ms | 3 - 6 MB | NPU | Use Export Script |
43
- | Depth-Anything | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 142.065 ms | 1 - 585 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
44
- | Depth-Anything | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 143.425 ms | 3 - 15 MB | NPU | Use Export Script |
45
- | Depth-Anything | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 273.712 ms | 2 - 586 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
46
- | Depth-Anything | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 271.688 ms | 1 - 11 MB | NPU | Use Export Script |
47
- | Depth-Anything | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 140.092 ms | 1 - 91 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
48
- | Depth-Anything | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 141.772 ms | 3 - 6 MB | NPU | Use Export Script |
49
- | Depth-Anything | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 192.543 ms | 1 - 589 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
50
- | Depth-Anything | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 177.096 ms | 0 - 18 MB | NPU | Use Export Script |
51
- | Depth-Anything | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 146.099 ms | 1 - 94 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
52
- | Depth-Anything | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 142.472 ms | 3 - 6 MB | NPU | Use Export Script |
53
- | Depth-Anything | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 142.065 ms | 1 - 585 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
54
- | Depth-Anything | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 143.425 ms | 3 - 15 MB | NPU | Use Export Script |
55
- | Depth-Anything | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 139.528 ms | 1 - 102 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
56
- | Depth-Anything | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 145.486 ms | 3 - 99 MB | NPU | Use Export Script |
57
- | Depth-Anything | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 143.113 ms | 0 - 204 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
58
- | Depth-Anything | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 109.637 ms | 0 - 577 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
59
- | Depth-Anything | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 109.643 ms | 3 - 655 MB | NPU | Use Export Script |
60
- | Depth-Anything | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 110.688 ms | 5 - 748 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
61
- | Depth-Anything | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 97.057 ms | 1 - 551 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
62
- | Depth-Anything | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 97.642 ms | 0 - 670 MB | NPU | Use Export Script |
63
- | Depth-Anything | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 97.012 ms | 7 - 746 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
64
- | Depth-Anything | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 132.942 ms | 3 - 3 MB | NPU | Use Export Script |
65
- | Depth-Anything | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 147.814 ms | 66 - 66 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
66
- | Depth-Anything | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 421.332 ms | 90 - 315 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything_w8a16.onnx) |
67
- | Depth-Anything | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 341.73 ms | 163 - 1147 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything_w8a16.onnx) |
68
- | Depth-Anything | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 343.854 ms | 162 - 1167 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything_w8a16.onnx) |
69
- | Depth-Anything | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 434.521 ms | 232 - 232 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything_w8a16.onnx) |
70
 
71
 
72
 
@@ -130,8 +130,8 @@ Profiling Results
130
  Depth-Anything
131
  Device : cs_8275 (ANDROID 14)
132
  Runtime : TFLITE
133
- Estimated inference time (ms) : 273.7
134
- Estimated peak memory usage (MB): [2, 586]
135
  Total # Ops : 646
136
  Compute Unit(s) : npu (646 ops) gpu (0 ops) cpu (0 ops)
137
  ```
 
34
 
35
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
37
+ | Depth-Anything | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 889.207 ms | 1 - 585 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
38
+ | Depth-Anything | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 272.538 ms | 0 - 10 MB | NPU | Use Export Script |
39
+ | Depth-Anything | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 194.929 ms | 1 - 617 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
40
+ | Depth-Anything | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 281.951 ms | 2 - 663 MB | NPU | Use Export Script |
41
+ | Depth-Anything | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 136.87 ms | 1 - 94 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
42
+ | Depth-Anything | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 140.076 ms | 3 - 6 MB | NPU | Use Export Script |
43
+ | Depth-Anything | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 141.898 ms | 1 - 585 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
44
+ | Depth-Anything | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 143.261 ms | 0 - 11 MB | NPU | Use Export Script |
45
+ | Depth-Anything | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 889.207 ms | 1 - 585 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
46
+ | Depth-Anything | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 272.538 ms | 0 - 10 MB | NPU | Use Export Script |
47
+ | Depth-Anything | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 143.601 ms | 1 - 89 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
48
+ | Depth-Anything | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 142.411 ms | 3 - 5 MB | NPU | Use Export Script |
49
+ | Depth-Anything | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 192.592 ms | 1 - 589 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
50
+ | Depth-Anything | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 177.255 ms | 0 - 18 MB | NPU | Use Export Script |
51
+ | Depth-Anything | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 146.041 ms | 1 - 91 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
52
+ | Depth-Anything | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 143.912 ms | 3 - 5 MB | NPU | Use Export Script |
53
+ | Depth-Anything | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 141.898 ms | 1 - 585 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
54
+ | Depth-Anything | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 143.261 ms | 0 - 11 MB | NPU | Use Export Script |
55
+ | Depth-Anything | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 137.176 ms | 1 - 91 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
56
+ | Depth-Anything | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 146.161 ms | 3 - 93 MB | NPU | Use Export Script |
57
+ | Depth-Anything | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 149.58 ms | 0 - 202 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
58
+ | Depth-Anything | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 109.044 ms | 0 - 574 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
59
+ | Depth-Anything | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 109.468 ms | 3 - 656 MB | NPU | Use Export Script |
60
+ | Depth-Anything | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 112.089 ms | 0 - 741 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
61
+ | Depth-Anything | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 96.942 ms | 1 - 551 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
62
+ | Depth-Anything | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 98.111 ms | 0 - 670 MB | NPU | Use Export Script |
63
+ | Depth-Anything | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 98.647 ms | 5 - 749 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
64
+ | Depth-Anything | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 133.059 ms | 3 - 3 MB | NPU | Use Export Script |
65
+ | Depth-Anything | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 148.016 ms | 66 - 66 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
66
+ | Depth-Anything | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 428.557 ms | 94 - 319 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything_w8a16.onnx) |
67
+ | Depth-Anything | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 346.723 ms | 163 - 1148 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything_w8a16.onnx) |
68
+ | Depth-Anything | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 342.126 ms | 160 - 1165 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything_w8a16.onnx) |
69
+ | Depth-Anything | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 433.112 ms | 232 - 232 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything_w8a16.onnx) |
70
 
71
 
72
 
 
130
  Depth-Anything
131
  Device : cs_8275 (ANDROID 14)
132
  Runtime : TFLITE
133
+ Estimated inference time (ms) : 889.2
134
+ Estimated peak memory usage (MB): [1, 585]
135
  Total # Ops : 646
136
  Compute Unit(s) : npu (646 ops) gpu (0 ops) cpu (0 ops)
137
  ```