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BiseNet

Image Segmentation
PyTorch
LiteRT
real_time
android
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qaihm-bot commited on
Commit
03dc79a
·
1 Parent(s): ffd1f5e

v0.31.0

Browse files

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

Files changed (5) hide show
  1. .gitattributes +3 -0
  2. BiseNet.dlc +3 -0
  3. DEPLOYMENT_MODEL_LICENSE.pdf +3 -0
  4. LICENSE +1 -0
  5. README.md +32 -32
.gitattributes CHANGED
@@ -34,3 +34,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  BiseNet.so filter=lfs diff=lfs merge=lfs -text
 
 
 
 
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  BiseNet.so filter=lfs diff=lfs merge=lfs -text
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+ BiseNet.dlc filter=lfs diff=lfs merge=lfs -text
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+ DEPLOYMENT_MODEL_LICENSE filter=lfs diff=lfs merge=lfs -text
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+ DEPLOYMENT_MODEL_LICENSE.pdf filter=lfs diff=lfs merge=lfs -text
BiseNet.dlc ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:9ead133768fb1942613f5b3a88b6341a8660957ae386e4853870d994941a8186
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+ size 48022297
DEPLOYMENT_MODEL_LICENSE.pdf ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:4409f93b0e82531303b3e10f52f1fdfb56467a25f05b7441c6bbd8bb8a64b42c
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+ size 109629
LICENSE ADDED
@@ -0,0 +1 @@
 
 
1
+ The license for the deployable model files (.tflite, .onnx, .dlc, .bin, etc.) can be found in DEPLOYMENT_MODEL_LICENSE.pdf.
README.md CHANGED
@@ -1,6 +1,6 @@
1
  ---
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  library_name: pytorch
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- license: unlicense
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  tags:
5
  - real_time
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  - android
@@ -36,35 +36,35 @@ 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
38
  |---|---|---|---|---|---|---|---|---|
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- | BiseNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 86.203 ms | 31 - 60 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 484.218 ms | 2 - 11 MB | NPU | Use Export Script |
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- | BiseNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 35.41 ms | 32 - 85 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 41.337 ms | 8 - 46 MB | NPU | Use Export Script |
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- | BiseNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 27.611 ms | 32 - 115 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 26.353 ms | 8 - 11 MB | NPU | Use Export Script |
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- | BiseNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 34.71 ms | 32 - 60 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 32.472 ms | 2 - 13 MB | NPU | Use Export Script |
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- | BiseNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 86.203 ms | 31 - 60 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 484.218 ms | 2 - 11 MB | NPU | Use Export Script |
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- | BiseNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 27.886 ms | 13 - 58 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 26.523 ms | 8 - 11 MB | NPU | Use Export Script |
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- | BiseNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 37.84 ms | 32 - 60 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 36.072 ms | 0 - 17 MB | NPU | Use Export Script |
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- | BiseNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 27.651 ms | 12 - 59 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 26.861 ms | 8 - 10 MB | NPU | Use Export Script |
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- | BiseNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 34.71 ms | 32 - 60 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 32.472 ms | 2 - 13 MB | NPU | Use Export Script |
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- | BiseNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 28.218 ms | 18 - 64 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 26.579 ms | 8 - 20 MB | NPU | Use Export Script |
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- | BiseNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 30.921 ms | 64 - 139 MB | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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- | BiseNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 20.676 ms | 30 - 82 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 20.607 ms | 8 - 50 MB | NPU | Use Export Script |
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- | BiseNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 26.167 ms | 73 - 121 MB | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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- | BiseNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 19.255 ms | 31 - 64 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 16.623 ms | 8 - 47 MB | NPU | Use Export Script |
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- | BiseNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 21.068 ms | 73 - 120 MB | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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- | BiseNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 25.143 ms | 8 - 8 MB | NPU | Use Export Script |
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- | BiseNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 30.243 ms | 66 - 66 MB | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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@@ -128,8 +128,8 @@ Profiling Results
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  BiseNet
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 86.2
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- Estimated peak memory usage (MB): [31, 60]
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  Total # Ops : 63
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  Compute Unit(s) : npu (63 ops) gpu (0 ops) cpu (0 ops)
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  ```
 
1
  ---
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  library_name: pytorch
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+ license: other
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  tags:
5
  - real_time
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  - android
 
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37
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
+ | BiseNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 86.045 ms | 32 - 60 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 83.404 ms | 3 - 37 MB | NPU | [BiseNet.dlc](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.dlc) |
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+ | BiseNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 35.258 ms | 32 - 83 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 41.962 ms | 8 - 46 MB | NPU | [BiseNet.dlc](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.dlc) |
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+ | BiseNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 28.297 ms | 32 - 119 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 26.315 ms | 8 - 21 MB | NPU | [BiseNet.dlc](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.dlc) |
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+ | BiseNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 34.797 ms | 32 - 60 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 32.443 ms | 3 - 37 MB | NPU | [BiseNet.dlc](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.dlc) |
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+ | BiseNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 86.045 ms | 32 - 60 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 83.404 ms | 3 - 37 MB | NPU | [BiseNet.dlc](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.dlc) |
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+ | BiseNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 28.184 ms | 32 - 120 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 26.67 ms | 8 - 21 MB | NPU | [BiseNet.dlc](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.dlc) |
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+ | BiseNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 37.902 ms | 32 - 61 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 36.167 ms | 0 - 35 MB | NPU | [BiseNet.dlc](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.dlc) |
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+ | BiseNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 28.05 ms | 32 - 116 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 26.559 ms | 8 - 20 MB | NPU | [BiseNet.dlc](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.dlc) |
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+ | BiseNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 34.797 ms | 32 - 60 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 32.443 ms | 3 - 37 MB | NPU | [BiseNet.dlc](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.dlc) |
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+ | BiseNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 28.064 ms | 13 - 57 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 26.715 ms | 8 - 21 MB | NPU | [BiseNet.dlc](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.dlc) |
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+ | BiseNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 30.731 ms | 64 - 133 MB | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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+ | BiseNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 20.604 ms | 31 - 81 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 20.886 ms | 8 - 47 MB | NPU | [BiseNet.dlc](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.dlc) |
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+ | BiseNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 24.982 ms | 73 - 119 MB | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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+ | BiseNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 18.762 ms | 32 - 63 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 14.673 ms | 8 - 46 MB | NPU | [BiseNet.dlc](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.dlc) |
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+ | BiseNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 22.365 ms | 72 - 120 MB | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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+ | BiseNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 24.814 ms | 8 - 8 MB | NPU | [BiseNet.dlc](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.dlc) |
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+ | BiseNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 31.053 ms | 66 - 66 MB | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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128
  BiseNet
129
  Device : cs_8275 (ANDROID 14)
130
  Runtime : TFLITE
131
+ Estimated inference time (ms) : 86.0
132
+ Estimated peak memory usage (MB): [32, 60]
133
  Total # Ops : 63
134
  Compute Unit(s) : npu (63 ops) gpu (0 ops) cpu (0 ops)
135
  ```