Hugging Face's logo

qualcomm
/
Depth-Anything

Depth Estimation
PyTorch
LiteRT
android
Model card Files Community
qaihm-bot commited on
Commit
4ed77e6
·
verified ·
1 Parent(s): 3707eed

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +31 -31
README.md CHANGED
@@ -34,35 +34,35 @@ More details on model performance across various devices, can be found
34
 
35
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
37
- | Depth-Anything | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 163.315 ms | 1 - 107 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
38
- | Depth-Anything | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 149.765 ms | 3 - 6 MB | FP16 | NPU | [Depth-Anything.so](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.so) |
39
- | Depth-Anything | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 165.42 ms | 2 - 184 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
40
- | Depth-Anything | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 117.501 ms | 1 - 650 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
41
- | Depth-Anything | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 107.371 ms | 3 - 22 MB | FP16 | NPU | [Depth-Anything.so](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.so) |
42
- | Depth-Anything | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 120.858 ms | 5 - 609 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
43
- | Depth-Anything | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 96.476 ms | 1 - 640 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
44
- | Depth-Anything | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 101.133 ms | 3 - 652 MB | FP16 | NPU | Use Export Script |
45
- | Depth-Anything | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 111.269 ms | 5 - 603 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
46
- | Depth-Anything | SA7255P ADP | SA7255P | TFLITE | 914.494 ms | 1 - 659 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
47
- | Depth-Anything | SA7255P ADP | SA7255P | QNN | 920.456 ms | 3 - 12 MB | FP16 | NPU | Use Export Script |
48
- | Depth-Anything | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 150.102 ms | 1 - 101 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
49
- | Depth-Anything | SA8255 (Proxy) | SA8255P Proxy | QNN | 143.79 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
50
- | Depth-Anything | SA8295P ADP | SA8295P | TFLITE | 206.169 ms | 1 - 661 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
51
- | Depth-Anything | SA8295P ADP | SA8295P | QNN | 198.082 ms | 2 - 19 MB | FP16 | NPU | Use Export Script |
52
- | Depth-Anything | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 163.6 ms | 1 - 105 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
53
- | Depth-Anything | SA8650 (Proxy) | SA8650P Proxy | QNN | 153.655 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
54
- | Depth-Anything | SA8775P ADP | SA8775P | TFLITE | 183.298 ms | 1 - 659 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
55
- | Depth-Anything | SA8775P ADP | SA8775P | QNN | 176.968 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
56
- | Depth-Anything | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 914.494 ms | 1 - 659 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
57
- | Depth-Anything | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 920.456 ms | 3 - 12 MB | FP16 | NPU | Use Export Script |
58
- | Depth-Anything | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 164.663 ms | 1 - 105 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
59
- | Depth-Anything | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 143.765 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
60
- | Depth-Anything | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 183.298 ms | 1 - 659 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
61
- | Depth-Anything | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 176.968 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
62
- | Depth-Anything | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 183.725 ms | 1 - 690 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
63
- | Depth-Anything | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 252.499 ms | 3 - 729 MB | FP16 | NPU | Use Export Script |
64
- | Depth-Anything | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 143.467 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
65
- | Depth-Anything | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 153.72 ms | 69 - 69 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
66
 
67
 
68
 
@@ -126,8 +126,8 @@ Profiling Results
126
  Depth-Anything
127
  Device : Samsung Galaxy S23 (13)
128
  Runtime : TFLITE
129
- Estimated inference time (ms) : 163.3
130
- Estimated peak memory usage (MB): [1, 107]
131
  Total # Ops : 634
132
  Compute Unit(s) : NPU (634 ops)
133
  ```
 
34
 
35
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
37
+ | Depth-Anything | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 165.629 ms | 1 - 97 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
38
+ | Depth-Anything | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 154.206 ms | 3 - 12 MB | FP16 | NPU | [Depth-Anything.so](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.so) |
39
+ | Depth-Anything | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 147.631 ms | 0 - 142 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
40
+ | Depth-Anything | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 119.338 ms | 1 - 648 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
41
+ | Depth-Anything | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 107.427 ms | 3 - 23 MB | FP16 | NPU | [Depth-Anything.so](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.so) |
42
+ | Depth-Anything | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 107.067 ms | 5 - 633 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
43
+ | Depth-Anything | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 96.174 ms | 0 - 639 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
44
+ | Depth-Anything | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 115.019 ms | 3 - 651 MB | FP16 | NPU | Use Export Script |
45
+ | Depth-Anything | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 90.653 ms | 5 - 645 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
46
+ | Depth-Anything | SA7255P ADP | SA7255P | TFLITE | 913.949 ms | 1 - 660 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
47
+ | Depth-Anything | SA7255P ADP | SA7255P | QNN | 921.001 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
48
+ | Depth-Anything | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 150.761 ms | 1 - 102 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
49
+ | Depth-Anything | SA8255 (Proxy) | SA8255P Proxy | QNN | 153.599 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
50
+ | Depth-Anything | SA8295P ADP | SA8295P | TFLITE | 204.273 ms | 1 - 662 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
51
+ | Depth-Anything | SA8295P ADP | SA8295P | QNN | 197.981 ms | 0 - 17 MB | FP16 | NPU | Use Export Script |
52
+ | Depth-Anything | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 164.81 ms | 1 - 107 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
53
+ | Depth-Anything | SA8650 (Proxy) | SA8650P Proxy | QNN | 149.407 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
54
+ | Depth-Anything | SA8775P ADP | SA8775P | TFLITE | 183.157 ms | 1 - 660 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
55
+ | Depth-Anything | SA8775P ADP | SA8775P | QNN | 176.93 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
56
+ | Depth-Anything | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 913.949 ms | 1 - 660 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
57
+ | Depth-Anything | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 921.001 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
58
+ | Depth-Anything | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 149.788 ms | 4 - 106 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
59
+ | Depth-Anything | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 152.701 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
60
+ | Depth-Anything | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 183.157 ms | 1 - 660 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
61
+ | Depth-Anything | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 176.93 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
62
+ | Depth-Anything | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 198.647 ms | 1 - 690 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
63
+ | Depth-Anything | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 279.734 ms | 3 - 725 MB | FP16 | NPU | Use Export Script |
64
+ | Depth-Anything | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 143.493 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
65
+ | Depth-Anything | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 161.888 ms | 69 - 69 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
66
 
67
 
68
 
 
126
  Depth-Anything
127
  Device : Samsung Galaxy S23 (13)
128
  Runtime : TFLITE
129
+ Estimated inference time (ms) : 165.6
130
+ Estimated peak memory usage (MB): [1, 97]
131
  Total # Ops : 634
132
  Compute Unit(s) : NPU (634 ops)
133
  ```