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Midas-V2

Depth Estimation
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v0.31.0

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.31.0 for changelog.

Files changed (4) hide show
  1. .gitattributes +2 -0
  2. Midas-V2.dlc +3 -0
  3. Midas-V2_w8a8.dlc +3 -0
  4. README.md +62 -62
.gitattributes CHANGED
@@ -35,3 +35,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  Midas-V2.so filter=lfs diff=lfs merge=lfs -text
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  Midas-V2_w8a8.so filter=lfs diff=lfs merge=lfs -text
 
 
 
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  Midas-V2.so filter=lfs diff=lfs merge=lfs -text
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  Midas-V2_w8a8.so filter=lfs diff=lfs merge=lfs -text
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+ Midas-V2.dlc filter=lfs diff=lfs merge=lfs -text
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+ Midas-V2_w8a8.dlc filter=lfs diff=lfs merge=lfs -text
Midas-V2.dlc ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ oid sha256:b05cb08c7ba6084d2b6ffc7e7855bede18964c5a462888d7c06d57cf970a3409
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+ size 66494737
Midas-V2_w8a8.dlc ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:621836c2293ce34638e1f0d3d7122ffb72159ff921c8e4d10abbd574f74c779c
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+ size 19216787
README.md CHANGED
@@ -35,67 +35,67 @@ More details on model performance across various devices, can be found
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | Midas-V2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 84.275 ms | 0 - 42 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 83.718 ms | 1 - 10 MB | NPU | Use Export Script |
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- | Midas-V2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 5.034 ms | 0 - 51 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.475 ms | 0 - 39 MB | NPU | Use Export Script |
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- | Midas-V2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.241 ms | 0 - 232 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 2.963 ms | 1 - 4 MB | NPU | Use Export Script |
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- | Midas-V2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 4.481 ms | 0 - 42 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.138 ms | 1 - 11 MB | NPU | Use Export Script |
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- | Midas-V2 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 84.275 ms | 0 - 42 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 83.718 ms | 1 - 10 MB | NPU | Use Export Script |
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- | Midas-V2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.23 ms | 0 - 170 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 2.959 ms | 1 - 4 MB | NPU | Use Export Script |
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- | Midas-V2 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 5.881 ms | 0 - 27 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 5.301 ms | 1 - 18 MB | NPU | Use Export Script |
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- | Midas-V2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 3.229 ms | 0 - 303 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 2.97 ms | 1 - 8 MB | NPU | Use Export Script |
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- | Midas-V2 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 4.481 ms | 0 - 42 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.138 ms | 1 - 11 MB | NPU | Use Export Script |
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- | Midas-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 3.226 ms | 0 - 306 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 2.979 ms | 0 - 24 MB | NPU | Use Export Script |
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- | Midas-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.906 ms | 0 - 103 MB | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
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- | Midas-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.285 ms | 0 - 69 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.075 ms | 1 - 41 MB | NPU | Use Export Script |
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- | Midas-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.072 ms | 0 - 48 MB | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
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- | Midas-V2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 2.11 ms | 0 - 46 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.605 ms | 1 - 34 MB | NPU | Use Export Script |
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- | Midas-V2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.669 ms | 1 - 31 MB | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
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- | Midas-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.186 ms | 1 - 1 MB | NPU | Use Export Script |
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- | Midas-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.056 ms | 35 - 35 MB | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
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- | Midas-V2 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 10.39 ms | 0 - 28 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
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- | Midas-V2 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 11.575 ms | 0 - 10 MB | NPU | Use Export Script |
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- | Midas-V2 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.413 ms | 0 - 49 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
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- | Midas-V2 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.834 ms | 0 - 47 MB | NPU | Use Export Script |
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- | Midas-V2 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.064 ms | 0 - 149 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
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- | Midas-V2 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.289 ms | 0 - 3 MB | NPU | Use Export Script |
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- | Midas-V2 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.375 ms | 0 - 30 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
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- | Midas-V2 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.576 ms | 0 - 11 MB | NPU | Use Export Script |
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- | Midas-V2 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.708 ms | 0 - 48 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
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- | Midas-V2 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 5.616 ms | 0 - 11 MB | NPU | Use Export Script |
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- | Midas-V2 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 15.657 ms | 0 - 2 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
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- | Midas-V2 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 10.39 ms | 0 - 28 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
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- | Midas-V2 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 11.575 ms | 0 - 10 MB | NPU | Use Export Script |
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- | Midas-V2 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.067 ms | 0 - 150 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
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- | Midas-V2 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.285 ms | 0 - 3 MB | NPU | Use Export Script |
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- | Midas-V2 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.885 ms | 0 - 32 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
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- | Midas-V2 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 2.184 ms | 0 - 17 MB | NPU | Use Export Script |
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- | Midas-V2 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.071 ms | 0 - 147 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
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- | Midas-V2 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.275 ms | 0 - 2 MB | NPU | Use Export Script |
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- | Midas-V2 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.375 ms | 0 - 30 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
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- | Midas-V2 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.576 ms | 0 - 11 MB | NPU | Use Export Script |
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- | Midas-V2 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.065 ms | 0 - 148 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
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- | Midas-V2 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.288 ms | 0 - 133 MB | NPU | Use Export Script |
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- | Midas-V2 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 121.636 ms | 13 - 131 MB | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.onnx) |
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- | Midas-V2 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.755 ms | 0 - 55 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
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- | Midas-V2 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.908 ms | 0 - 54 MB | NPU | Use Export Script |
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- | Midas-V2 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 97.795 ms | 131 - 586 MB | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.onnx) |
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- | Midas-V2 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.596 ms | 0 - 36 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
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- | Midas-V2 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.678 ms | 0 - 36 MB | NPU | Use Export Script |
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- | Midas-V2 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 103.391 ms | 22 - 464 MB | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.onnx) |
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- | Midas-V2 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.406 ms | 0 - 0 MB | NPU | Use Export Script |
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- | Midas-V2 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 144.704 ms | 69 - 69 MB | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.onnx) |
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@@ -159,7 +159,7 @@ Profiling Results
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  Midas-V2
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 84.3
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  Estimated peak memory usage (MB): [0, 42]
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  Total # Ops : 138
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  Compute Unit(s) : npu (138 ops) gpu (0 ops) cpu (0 ops)
 
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | Midas-V2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 12.847 ms | 0 - 42 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 11.829 ms | 1 - 29 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.dlc) |
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+ | Midas-V2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 4.969 ms | 0 - 50 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 6.483 ms | 0 - 37 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.dlc) |
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+ | Midas-V2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.206 ms | 0 - 307 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.973 ms | 0 - 12 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.dlc) |
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+ | Midas-V2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 4.48 ms | 0 - 42 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.162 ms | 1 - 29 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.dlc) |
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+ | Midas-V2 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 12.847 ms | 0 - 42 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 11.829 ms | 1 - 29 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.dlc) |
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+ | Midas-V2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.229 ms | 0 - 288 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.978 ms | 0 - 26 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.dlc) |
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+ | Midas-V2 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 5.889 ms | 0 - 28 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 5.331 ms | 1 - 29 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.dlc) |
52
+ | Midas-V2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 3.228 ms | 0 - 311 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 2.978 ms | 0 - 13 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.dlc) |
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+ | Midas-V2 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 4.48 ms | 0 - 42 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.162 ms | 1 - 29 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.dlc) |
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+ | Midas-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 3.236 ms | 0 - 310 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 2.987 ms | 1 - 12 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.dlc) |
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+ | Midas-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.957 ms | 0 - 73 MB | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
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+ | Midas-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.351 ms | 0 - 67 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.075 ms | 1 - 43 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.dlc) |
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+ | Midas-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.034 ms | 0 - 49 MB | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
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+ | Midas-V2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.787 ms | 0 - 44 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.887 ms | 0 - 33 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.dlc) |
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+ | Midas-V2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.924 ms | 1 - 32 MB | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
65
+ | Midas-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.543 ms | 180 - 180 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.dlc) |
66
+ | Midas-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.052 ms | 35 - 35 MB | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
67
+ | Midas-V2 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.453 ms | 0 - 28 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
68
+ | Midas-V2 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 2.844 ms | 0 - 29 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.dlc) |
69
+ | Midas-V2 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.443 ms | 0 - 51 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
70
+ | Midas-V2 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.821 ms | 0 - 47 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.dlc) |
71
+ | Midas-V2 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.063 ms | 0 - 148 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
72
+ | Midas-V2 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.285 ms | 0 - 133 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.dlc) |
73
+ | Midas-V2 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.404 ms | 0 - 29 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
74
+ | Midas-V2 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.583 ms | 0 - 30 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.dlc) |
75
+ | Midas-V2 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.748 ms | 0 - 46 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
76
+ | Midas-V2 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 5.733 ms | 0 - 46 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.dlc) |
77
+ | Midas-V2 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 15.948 ms | 0 - 2 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
78
+ | Midas-V2 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.453 ms | 0 - 28 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
79
+ | Midas-V2 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 2.844 ms | 0 - 29 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.dlc) |
80
+ | Midas-V2 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.075 ms | 0 - 148 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
81
+ | Midas-V2 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.292 ms | 0 - 133 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.dlc) |
82
+ | Midas-V2 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.903 ms | 0 - 31 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
83
+ | Midas-V2 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 2.191 ms | 0 - 33 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.dlc) |
84
+ | Midas-V2 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.076 ms | 0 - 150 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
85
+ | Midas-V2 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.274 ms | 0 - 133 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.dlc) |
86
+ | Midas-V2 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.404 ms | 0 - 29 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
87
+ | Midas-V2 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.583 ms | 0 - 30 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.dlc) |
88
+ | Midas-V2 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.07 ms | 0 - 149 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
89
+ | Midas-V2 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 1.296 ms | 0 - 133 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.dlc) |
90
+ | Midas-V2 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 129.801 ms | 13 - 126 MB | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.onnx) |
91
+ | Midas-V2 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.761 ms | 0 - 58 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
92
+ | Midas-V2 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.906 ms | 0 - 58 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.dlc) |
93
+ | Midas-V2 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 100.155 ms | 23 - 483 MB | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.onnx) |
94
+ | Midas-V2 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.718 ms | 0 - 29 MB | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.tflite) |
95
+ | Midas-V2 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.785 ms | 0 - 31 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.dlc) |
96
+ | Midas-V2 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 89.688 ms | 13 - 454 MB | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.onnx) |
97
+ | Midas-V2 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.504 ms | 119 - 119 MB | NPU | [Midas-V2.dlc](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.dlc) |
98
+ | Midas-V2 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 144.558 ms | 69 - 69 MB | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2_w8a8.onnx) |
99
 
100
 
101
 
 
159
  Midas-V2
160
  Device : cs_8275 (ANDROID 14)
161
  Runtime : TFLITE
162
+ Estimated inference time (ms) : 12.8
163
  Estimated peak memory usage (MB): [0, 42]
164
  Total # Ops : 138
165
  Compute Unit(s) : npu (138 ops) gpu (0 ops) cpu (0 ops)