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FFNet-40S

Image Segmentation
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ONNX
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v0.32.0

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See https://github.com/quic/ai-hub-models/releases/v0.32.0 for changelog.

Files changed (7) hide show
  1. .gitattributes +1 -0
  2. DEPLOYMENT_MODEL_LICENSE.pdf +3 -0
  3. FFNet-40S.onnx +2 -2
  4. FFNet-40S_w8a8.onnx +2 -2
  5. FFNet-40S_w8a8.tflite +1 -1
  6. LICENSE +2 -0
  7. README.md +23 -23
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  FFNet-40S.so filter=lfs diff=lfs merge=lfs -text
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  FFNet-40S.dlc filter=lfs diff=lfs merge=lfs -text
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+ DEPLOYMENT_MODEL_LICENSE.pdf filter=lfs diff=lfs merge=lfs -text
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LICENSE ADDED
@@ -0,0 +1,2 @@
 
 
 
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+ The license of the original trained model can be found at https://github.com/Qualcomm-AI-research/FFNet/blob/master/LICENSE.
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+ The license for the deployable model files (.tflite, .onnx, .dlc, .bin, etc.) can be found in DEPLOYMENT_MODEL_LICENSE.pdf.
README.md CHANGED
@@ -30,8 +30,8 @@ More details on model performance across various devices, can be found
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  - **Model Stats:**
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  - Model checkpoint: ffnet40S_dBBB_cityscapes_state_dict_quarts
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  - Input resolution: 2048x1024
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- - Number of parameters: 13.9M
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  - Number of output classes: 19
 
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  - Model size (float): 53.1 MB
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  - Model size (w8a8): 13.5 MB
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@@ -57,33 +57,33 @@ More details on model performance across various devices, can be found
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  | FFNet-40S | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 47.945 ms | 24 - 79 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
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  | FFNet-40S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 44.003 ms | 2 - 19 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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  | FFNet-40S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 33.915 ms | 24 - 46 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
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- | FFNet-40S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 29.298 ms | 29 - 126 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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  | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 29.575 ms | 0 - 83 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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  | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 23.683 ms | 24 - 82 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
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- | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 19.264 ms | 29 - 110 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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  | FFNet-40S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 25.289 ms | 2 - 56 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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  | FFNet-40S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 21.416 ms | 24 - 90 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
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- | FFNet-40S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 17.964 ms | 28 - 81 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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  | FFNet-40S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 36.72 ms | 30 - 30 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
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- | FFNet-40S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 30.779 ms | 24 - 24 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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- | FFNet-40S | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 24.399 ms | 1 - 34 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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- | FFNet-40S | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 10.362 ms | 1 - 57 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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- | FFNet-40S | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 9.464 ms | 0 - 25 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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- | FFNet-40S | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 10.196 ms | 0 - 35 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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- | FFNet-40S | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 55.467 ms | 1 - 93 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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- | FFNet-40S | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 309.133 ms | 1 - 3 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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- | FFNet-40S | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 24.399 ms | 1 - 34 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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- | FFNet-40S | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 9.447 ms | 1 - 17 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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- | FFNet-40S | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 13.933 ms | 0 - 36 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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- | FFNet-40S | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 9.522 ms | 0 - 14 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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- | FFNet-40S | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 10.196 ms | 0 - 35 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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- | FFNet-40S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 9.442 ms | 1 - 14 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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- | FFNet-40S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 16.857 ms | 1 - 44 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx) |
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- | FFNet-40S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 6.914 ms | 1 - 54 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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- | FFNet-40S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 11.85 ms | 9 - 107 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx) |
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- | FFNet-40S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 6.757 ms | 1 - 39 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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- | FFNet-40S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.297 ms | 8 - 93 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx) |
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- | FFNet-40S | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.387 ms | 8 - 8 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx) |
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  - **Model Stats:**
31
  - Model checkpoint: ffnet40S_dBBB_cityscapes_state_dict_quarts
32
  - Input resolution: 2048x1024
 
33
  - Number of output classes: 19
34
+ - Number of parameters: 13.9M
35
  - Model size (float): 53.1 MB
36
  - Model size (w8a8): 13.5 MB
37
 
 
57
  | FFNet-40S | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 47.945 ms | 24 - 79 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
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  | FFNet-40S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 44.003 ms | 2 - 19 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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  | FFNet-40S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 33.915 ms | 24 - 46 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
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+ | FFNet-40S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 29.217 ms | 29 - 132 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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  | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 29.575 ms | 0 - 83 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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  | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 23.683 ms | 24 - 82 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
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+ | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 19.316 ms | 28 - 109 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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  | FFNet-40S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 25.289 ms | 2 - 56 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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  | FFNet-40S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 21.416 ms | 24 - 90 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
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+ | FFNet-40S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 17.777 ms | 27 - 80 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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  | FFNet-40S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 36.72 ms | 30 - 30 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
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+ | FFNet-40S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 30.727 ms | 24 - 24 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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+ | FFNet-40S | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 23.548 ms | 0 - 34 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 10.054 ms | 0 - 52 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 9.029 ms | 1 - 14 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 9.82 ms | 1 - 36 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 56.022 ms | 0 - 90 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 308.36 ms | 1 - 12 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 23.548 ms | 0 - 34 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 9.054 ms | 0 - 26 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 13.569 ms | 1 - 39 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 9.028 ms | 1 - 16 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 9.82 ms | 1 - 36 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 9.172 ms | 1 - 11 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 10.597 ms | 1 - 47 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx) |
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+ | FFNet-40S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 6.563 ms | 1 - 50 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 7.018 ms | 5 - 67 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx) |
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+ | FFNet-40S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 6.462 ms | 0 - 39 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 6.292 ms | 8 - 61 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx) |
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+ | FFNet-40S | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 13.858 ms | 8 - 8 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx) |
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