Hugging Face's logo

qualcomm
/
Midas-V2

Depth Estimation
PyTorch
LiteRT
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
62c2963
·
verified ·
1 Parent(s): 7b1bf1e

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +28 -28
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
- | Midas-V2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 3.233 ms | 0 - 272 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 | 3.025 ms | 1 - 3 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 | 3.156 ms | 0 - 136 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 | 2.29 ms | 244 - 308 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 | 2.159 ms | 1 - 19 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 | 2.199 ms | 0 - 42 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 | 1.791 ms | 0 - 43 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 | 2.087 ms | 0 - 24 MB | FP16 | NPU | Use Export Script |
45
- | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.744 ms | 1 - 25 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
46
- | Midas-V2 | SA7255P ADP | SA7255P | TFLITE | 84.367 ms | 0 - 39 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
47
- | Midas-V2 | SA7255P ADP | SA7255P | QNN | 83.846 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
48
- | Midas-V2 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.243 ms | 0 - 278 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 | 3.015 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
50
- | Midas-V2 | SA8295P ADP | SA8295P | TFLITE | 5.757 ms | 0 - 25 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
51
- | Midas-V2 | SA8295P ADP | SA8295P | QNN | 5.374 ms | 1 - 19 MB | FP16 | NPU | Use Export Script |
52
- | Midas-V2 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.248 ms | 0 - 276 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 | 3.011 ms | 1 - 12 MB | FP16 | NPU | Use Export Script |
54
- | Midas-V2 | SA8775P ADP | SA8775P | TFLITE | 5.459 ms | 0 - 39 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
55
  | Midas-V2 | SA8775P ADP | SA8775P | QNN | 5.082 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
56
- | Midas-V2 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 84.367 ms | 0 - 39 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 | 83.846 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
58
- | Midas-V2 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.228 ms | 0 - 280 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 | 3.022 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
60
- | Midas-V2 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 5.459 ms | 0 - 39 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 | 5.082 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
62
- | Midas-V2 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 5.027 ms | 0 - 47 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 | 5.03 ms | 0 - 34 MB | FP16 | NPU | Use Export Script |
64
- | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.23 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
65
- | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.139 ms | 36 - 36 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
66
 
67
 
68
 
@@ -127,7 +127,7 @@ 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, 272]
131
  Total # Ops : 138
132
  Compute Unit(s) : NPU (138 ops)
133
  ```
 
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 | 3.243 ms | 0 - 294 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 | 3.017 ms | 3 - 5 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 | 2.953 ms | 0 - 106 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 | 2.296 ms | 0 - 66 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 | 2.161 ms | 1 - 19 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 | 2.059 ms | 1 - 46 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 | 2.127 ms | 0 - 43 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 | 1.755 ms | 1 - 25 MB | FP16 | NPU | Use Export Script |
45
+ | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.954 ms | 3 - 33 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
46
+ | Midas-V2 | SA7255P ADP | SA7255P | TFLITE | 84.352 ms | 0 - 39 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
47
+ | Midas-V2 | SA7255P ADP | SA7255P | QNN | 83.853 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
48
+ | Midas-V2 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.253 ms | 0 - 275 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 | 3.024 ms | 2 - 4 MB | FP16 | NPU | Use Export Script |
50
+ | Midas-V2 | SA8295P ADP | SA8295P | TFLITE | 5.754 ms | 0 - 25 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
51
+ | Midas-V2 | SA8295P ADP | SA8295P | QNN | 5.403 ms | 1 - 19 MB | FP16 | NPU | Use Export Script |
52
+ | Midas-V2 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.236 ms | 0 - 246 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 | 3.052 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
54
+ | Midas-V2 | SA8775P ADP | SA8775P | TFLITE | 5.462 ms | 0 - 38 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
55
  | Midas-V2 | SA8775P ADP | SA8775P | QNN | 5.082 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
56
+ | Midas-V2 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 84.352 ms | 0 - 39 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 | 83.853 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
58
+ | Midas-V2 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.237 ms | 0 - 259 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 | 3.0 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
60
+ | Midas-V2 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 5.462 ms | 0 - 38 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 | 5.082 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
62
+ | Midas-V2 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.994 ms | 0 - 48 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 | 4.984 ms | 0 - 33 MB | FP16 | NPU | Use Export Script |
64
+ | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.203 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
65
+ | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.066 ms | 36 - 36 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
66
 
67
 
68
 
 
127
  Device : Samsung Galaxy S23 (13)
128
  Runtime : TFLITE
129
  Estimated inference time (ms) : 3.2
130
+ Estimated peak memory usage (MB): [0, 294]
131
  Total # Ops : 138
132
  Compute Unit(s) : NPU (138 ops)
133
  ```