Hugging Face's logo

qualcomm
/
Midas-V2

Depth Estimation
PyTorch
LiteRT
ONNX
android
Model card Files Community
qaihm-bot commited on
Commit
bd3eb96
·
verified ·
1 Parent(s): e974552

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +26 -26
README.md CHANGED
@@ -34,31 +34,31 @@ 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 | 3.249 ms | 0 - 19 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 | 3.275 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 | 3.304 ms | 0 - 41 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 | 2.269 ms | 0 - 27 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 | 2.308 ms | 1 - 25 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 | 2.539 ms | 0 - 93 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 | 1.78 ms | 0 - 23 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 | 2.17 ms | 0 - 22 MB | FP16 | NPU | Use Export Script |
45
- | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.226 ms | 0 - 43 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 | 3.213 ms | 0 - 51 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 | 3.027 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
48
- | Midas-V2 | SA7255P ADP | SA7255P | TFLITE | 84.525 ms | 0 - 22 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
49
- | Midas-V2 | SA7255P ADP | SA7255P | QNN | 84.275 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
50
- | Midas-V2 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.225 ms | 0 - 40 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 | 3.043 ms | 0 - 1 MB | FP16 | NPU | Use Export Script |
52
- | Midas-V2 | SA8295P ADP | SA8295P | TFLITE | 5.59 ms | 0 - 21 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
53
- | Midas-V2 | SA8295P ADP | SA8295P | QNN | 5.669 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
54
- | Midas-V2 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.245 ms | 0 - 21 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 | 3.034 ms | 0 - 1 MB | FP16 | NPU | Use Export Script |
56
- | Midas-V2 | SA8775P ADP | SA8775P | TFLITE | 5.435 ms | 0 - 21 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
57
- | Midas-V2 | SA8775P ADP | SA8775P | QNN | 5.233 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
58
- | Midas-V2 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.787 ms | 0 - 24 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 | 4.906 ms | 1 - 23 MB | FP16 | NPU | Use Export Script |
60
- | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.23 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
61
- | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.344 ms | 37 - 37 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
62
 
63
 
64
 
@@ -124,7 +124,7 @@ Midas-V2
124
  Device : Samsung Galaxy S23 (13)
125
  Runtime : TFLITE
126
  Estimated inference time (ms) : 3.2
127
- Estimated peak memory usage (MB): [0, 19]
128
  Total # Ops : 138
129
  Compute Unit(s) : NPU (138 ops)
130
  ```
 
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 | 3.235 ms | 0 - 51 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 | 3.289 ms | 0 - 90 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 | 3.272 ms | 1 - 3 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 | 2.279 ms | 0 - 29 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 | 2.317 ms | 0 - 28 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 | 2.389 ms | 0 - 96 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 | 2.103 ms | 0 - 25 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 | 2.114 ms | 0 - 24 MB | FP16 | NPU | Use Export Script |
45
+ | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.218 ms | 0 - 46 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 | 3.211 ms | 0 - 52 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 | 3.03 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
48
+ | Midas-V2 | SA7255P ADP | SA7255P | TFLITE | 84.508 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 | 84.298 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
50
+ | Midas-V2 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.24 ms | 0 - 19 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 | 3.034 ms | 0 - 1 MB | FP16 | NPU | Use Export Script |
52
+ | Midas-V2 | SA8295P ADP | SA8295P | TFLITE | 5.623 ms | 0 - 23 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
53
+ | Midas-V2 | SA8295P ADP | SA8295P | QNN | 5.472 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
54
+ | Midas-V2 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.216 ms | 0 - 51 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 | 3.034 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
56
+ | Midas-V2 | SA8775P ADP | SA8775P | TFLITE | 5.439 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 | 5.283 ms | 1 - 7 MB | FP16 | NPU | Use Export Script |
58
+ | Midas-V2 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.766 ms | 0 - 26 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 | 4.909 ms | 1 - 26 MB | FP16 | NPU | Use Export Script |
60
+ | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.189 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
61
+ | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.347 ms | 38 - 38 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
62
 
63
 
64
 
 
124
  Device : Samsung Galaxy S23 (13)
125
  Runtime : TFLITE
126
  Estimated inference time (ms) : 3.2
127
+ Estimated peak memory usage (MB): [0, 51]
128
  Total # Ops : 138
129
  Compute Unit(s) : NPU (138 ops)
130
  ```