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YOLOv11-Detection-Quantized

Object Detection
PyTorch
real_time
quantized
android
Model card Files Community
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@@ -30,41 +30,42 @@ This model is an implementation of YOLOv11-Detection-Quantized found [here](http
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  - Input resolution: 640x640
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  - Number of parameters: 2.64M
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  - Model size: 2.83 MB
 
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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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- | YOLOv11-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.833 ms | 0 - 12 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.822 ms | 1 - 4 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 10.152 ms | 0 - 20 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.202 ms | 0 - 34 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.223 ms | 1 - 20 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 7.445 ms | 1 - 64 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.924 ms | 0 - 33 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.24 ms | 1 - 30 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 7.109 ms | 2 - 63 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 9.079 ms | 0 - 22 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | SA7255P ADP | SA7255P | QNN | 8.966 ms | 1 - 9 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.832 ms | 0 - 13 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.817 ms | 1 - 4 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.662 ms | 0 - 26 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 2.607 ms | 1 - 16 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.819 ms | 0 - 10 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.823 ms | 1 - 4 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.715 ms | 0 - 22 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 2.688 ms | 1 - 11 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.081 ms | 0 - 28 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 5.937 ms | 1 - 13 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 66.03 ms | 1 - 11 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 9.079 ms | 0 - 22 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 8.966 ms | 1 - 9 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.821 ms | 0 - 8 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.804 ms | 1 - 4 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.715 ms | 0 - 22 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 2.688 ms | 1 - 11 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.98 ms | 0 - 30 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.242 ms | 1 - 30 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.097 ms | 1 - 1 MB | INT8 | NPU | -- |
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- | YOLOv11-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 10.967 ms | 2 - 2 MB | INT8 | NPU | -- |
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  - Input resolution: 640x640
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  - Number of parameters: 2.64M
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  - Model size: 2.83 MB
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+ - Precision: w8a8 (8-bit weights, 8-bit activations)
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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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+ | YOLOv11-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.825 ms | 0 - 11 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.846 ms | 1 - 3 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 10.611 ms | 0 - 22 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.208 ms | 0 - 33 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.202 ms | 1 - 20 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 7.764 ms | 1 - 66 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.92 ms | 0 - 26 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.039 ms | 1 - 30 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 6.646 ms | 1 - 60 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 9.047 ms | 0 - 22 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | SA7255P ADP | SA7255P | QNN | 8.951 ms | 1 - 11 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.824 ms | 0 - 10 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.821 ms | 1 - 3 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.668 ms | 0 - 24 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 2.645 ms | 1 - 19 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.832 ms | 0 - 12 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.813 ms | 0 - 2 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.756 ms | 0 - 22 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 2.72 ms | 1 - 11 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.275 ms | 0 - 32 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 5.742 ms | 1 - 13 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 64.699 ms | 1 - 13 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 9.047 ms | 0 - 22 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 8.951 ms | 1 - 11 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.818 ms | 0 - 11 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.798 ms | 1 - 4 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.756 ms | 0 - 22 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 2.72 ms | 1 - 11 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.16 ms | 0 - 36 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.393 ms | 1 - 31 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.085 ms | 1 - 1 MB | INT8 | NPU | -- |
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+ | YOLOv11-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.223 ms | 2 - 2 MB | INT8 | NPU | -- |
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