Hugging Face's logo

qualcomm
/
Midas-V2

Depth Estimation
PyTorch
LiteRT
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
a24e1ee
·
verified ·
1 Parent(s): 226e285

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +32 -28
README.md CHANGED
@@ -1,9 +1,9 @@
1
  ---
2
  library_name: pytorch
3
  license: mit
4
- pipeline_tag: depth-estimation
5
  tags:
6
  - android
 
7
 
8
  ---
9
 
@@ -34,31 +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
- | Midas-V2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 3.133 ms | 0 - 162 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
38
- | Midas-V2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.271 ms | 0 - 111 MB | FP16 | NPU | [Midas-V2.so](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.so) |
39
- | Midas-V2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 3.327 ms | 0 - 138 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
40
- | Midas-V2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.208 ms | 0 - 31 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
41
- | Midas-V2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.315 ms | 1 - 29 MB | FP16 | NPU | [Midas-V2.so](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.so) |
42
- | Midas-V2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.386 ms | 0 - 37 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
43
- | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.024 ms | 0 - 27 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
44
- | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.792 ms | 1 - 28 MB | FP16 | NPU | Use Export Script |
45
- | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.912 ms | 1 - 32 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
46
- | Midas-V2 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.141 ms | 0 - 141 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
47
- | Midas-V2 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.033 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
48
- | Midas-V2 | SA7255P ADP | SA7255P | TFLITE | 84.338 ms | 0 - 23 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
49
- | Midas-V2 | SA7255P ADP | SA7255P | QNN | 84.188 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
50
- | Midas-V2 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.148 ms | 0 - 151 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
51
- | Midas-V2 | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.048 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
52
- | Midas-V2 | SA8295P ADP | SA8295P | TFLITE | 5.662 ms | 0 - 25 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
53
- | Midas-V2 | SA8295P ADP | SA8295P | QNN | 5.628 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
54
- | Midas-V2 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.127 ms | 0 - 141 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
55
- | Midas-V2 | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.043 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
56
- | Midas-V2 | SA8775P ADP | SA8775P | TFLITE | 5.312 ms | 0 - 23 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
57
- | Midas-V2 | SA8775P ADP | SA8775P | QNN | 5.221 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
58
- | Midas-V2 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.76 ms | 0 - 29 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
59
- | Midas-V2 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 4.902 ms | 0 - 29 MB | FP16 | NPU | Use Export Script |
60
- | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.187 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
61
- | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.359 ms | 37 - 37 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
 
 
 
 
62
 
63
 
64
 
@@ -122,8 +126,8 @@ Profiling Results
122
  Midas-V2
123
  Device : Samsung Galaxy S23 (13)
124
  Runtime : TFLITE
125
- Estimated inference time (ms) : 3.1
126
- Estimated peak memory usage (MB): [0, 162]
127
  Total # Ops : 138
128
  Compute Unit(s) : NPU (138 ops)
129
  ```
 
1
  ---
2
  library_name: pytorch
3
  license: mit
 
4
  tags:
5
  - android
6
+ pipeline_tag: depth-estimation
7
 
8
  ---
9
 
 
34
 
35
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
37
+ | Midas-V2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 3.164 ms | 0 - 141 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
38
+ | Midas-V2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.036 ms | 1 - 4 MB | FP16 | NPU | [Midas-V2.so](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.so) |
39
+ | Midas-V2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 3.401 ms | 0 - 107 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
40
+ | Midas-V2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.25 ms | 0 - 31 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
41
+ | Midas-V2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.131 ms | 1 - 20 MB | FP16 | NPU | [Midas-V2.so](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.so) |
42
+ | Midas-V2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.356 ms | 0 - 35 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
43
+ | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.745 ms | 0 - 27 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
44
+ | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.117 ms | 1 - 27 MB | FP16 | NPU | Use Export Script |
45
+ | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.261 ms | 1 - 32 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
46
+ | Midas-V2 | SA7255P ADP | SA7255P | TFLITE | 84.349 ms | 0 - 22 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
47
+ | Midas-V2 | SA7255P ADP | SA7255P | QNN | 84.169 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
48
+ | Midas-V2 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.17 ms | 0 - 150 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
49
+ | Midas-V2 | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.044 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
50
+ | Midas-V2 | SA8295P ADP | SA8295P | TFLITE | 5.895 ms | 0 - 22 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
51
+ | Midas-V2 | SA8295P ADP | SA8295P | QNN | 5.731 ms | 1 - 12 MB | FP16 | NPU | Use Export Script |
52
+ | Midas-V2 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.168 ms | 0 - 151 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
53
+ | Midas-V2 | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.034 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
54
+ | Midas-V2 | SA8775P ADP | SA8775P | TFLITE | 5.393 ms | 0 - 21 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
55
+ | Midas-V2 | SA8775P ADP | SA8775P | QNN | 5.245 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
56
+ | Midas-V2 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 84.349 ms | 0 - 22 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
57
+ | Midas-V2 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 84.169 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
58
+ | Midas-V2 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.171 ms | 0 - 160 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
59
+ | Midas-V2 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.037 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
60
+ | Midas-V2 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 5.393 ms | 0 - 21 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
61
+ | Midas-V2 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 5.245 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
62
+ | Midas-V2 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.948 ms | 0 - 27 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
63
+ | Midas-V2 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 4.826 ms | 1 - 27 MB | FP16 | NPU | Use Export Script |
64
+ | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.189 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
65
+ | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.349 ms | 37 - 37 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
66
 
67
 
68
 
 
126
  Midas-V2
127
  Device : Samsung Galaxy S23 (13)
128
  Runtime : TFLITE
129
+ Estimated inference time (ms) : 3.2
130
+ Estimated peak memory usage (MB): [0, 141]
131
  Total # Ops : 138
132
  Compute Unit(s) : NPU (138 ops)
133
  ```