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FFNet-40S-Quantized

Image Segmentation
PyTorch
LiteRT
ONNX
quantized
real_time
android
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@@ -37,24 +37,24 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | FFNet-40S-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 8.993 ms | 0 - 16 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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- | FFNet-40S-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 12.823 ms | 7 - 34 MB | INT8 | NPU | [FFNet-40S-Quantized.onnx](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.onnx) |
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- | FFNet-40S-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 6.563 ms | 0 - 53 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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- | FFNet-40S-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 8.817 ms | 5 - 59 MB | INT8 | NPU | [FFNet-40S-Quantized.onnx](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.onnx) |
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- | FFNet-40S-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 6.407 ms | 1 - 41 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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- | FFNet-40S-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 9.135 ms | 9 - 53 MB | INT8 | NPU | [FFNet-40S-Quantized.onnx](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.onnx) |
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- | FFNet-40S-Quantized | SA7255P ADP | SA7255P | TFLITE | 105.52 ms | 1 - 34 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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- | FFNet-40S-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 8.966 ms | 1 - 15 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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- | FFNet-40S-Quantized | SA8295P ADP | SA8295P | TFLITE | 13.617 ms | 1 - 38 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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- | FFNet-40S-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 9.041 ms | 1 - 15 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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- | FFNet-40S-Quantized | SA8775P ADP | SA8775P | TFLITE | 11.839 ms | 1 - 35 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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- | FFNet-40S-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 56.154 ms | 1 - 51 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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- | FFNet-40S-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 307.79 ms | 1 - 3 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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- | FFNet-40S-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 105.52 ms | 1 - 34 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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- | FFNet-40S-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 8.969 ms | 1 - 16 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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- | FFNet-40S-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 11.839 ms | 1 - 35 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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- | FFNet-40S-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 10.047 ms | 1 - 55 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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- | FFNet-40S-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 13.026 ms | 8 - 8 MB | INT8 | NPU | [FFNet-40S-Quantized.onnx](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.onnx) |
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@@ -119,7 +119,7 @@ FFNet-40S-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 9.0
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- Estimated peak memory usage (MB): [0, 16]
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  Total # Ops : 96
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  Compute Unit(s) : NPU (96 ops)
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  ```
 
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | FFNet-40S-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 8.956 ms | 1 - 17 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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+ | FFNet-40S-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 16.946 ms | 1 - 40 MB | INT8 | NPU | [FFNet-40S-Quantized.onnx](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.onnx) |
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+ | FFNet-40S-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 6.463 ms | 0 - 50 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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+ | FFNet-40S-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 12.455 ms | 10 - 96 MB | INT8 | NPU | [FFNet-40S-Quantized.onnx](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.onnx) |
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+ | FFNet-40S-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 6.365 ms | 0 - 37 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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+ | FFNet-40S-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 13.132 ms | 0 - 80 MB | INT8 | NPU | [FFNet-40S-Quantized.onnx](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.onnx) |
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+ | FFNet-40S-Quantized | SA7255P ADP | SA7255P | TFLITE | 105.457 ms | 0 - 33 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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+ | FFNet-40S-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 8.946 ms | 1 - 16 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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+ | FFNet-40S-Quantized | SA8295P ADP | SA8295P | TFLITE | 13.588 ms | 1 - 36 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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+ | FFNet-40S-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 8.847 ms | 1 - 16 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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+ | FFNet-40S-Quantized | SA8775P ADP | SA8775P | TFLITE | 11.708 ms | 1 - 34 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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+ | FFNet-40S-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 56.087 ms | 1 - 53 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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+ | FFNet-40S-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 306.708 ms | 1 - 3 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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+ | FFNet-40S-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 105.457 ms | 0 - 33 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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+ | FFNet-40S-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 8.816 ms | 1 - 10 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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+ | FFNet-40S-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 11.708 ms | 1 - 34 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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+ | FFNet-40S-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 10.434 ms | 0 - 56 MB | INT8 | NPU | [FFNet-40S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.tflite) |
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+ | FFNet-40S-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 17.532 ms | 8 - 8 MB | INT8 | NPU | [FFNet-40S-Quantized.onnx](https://huggingface.co/qualcomm/FFNet-40S-Quantized/blob/main/FFNet-40S-Quantized.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 9.0
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+ Estimated peak memory usage (MB): [1, 17]
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  Total # Ops : 96
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  Compute Unit(s) : NPU (96 ops)
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  ```