> ## Documentation Index
> Fetch the complete documentation index at: https://imsdkdocs.qualcomm.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Semantic Segmentation

> QIM SDK supported models for Semantic Segmentation

***

<Tabs>
  <Tab title="TFLite Runtime">
    <div style={{overflowX:"auto",borderRadius:"10px",boxShadow:"0 2px 12px rgba(50,83,220,0.10)",overflow:"hidden"}}>
      <table style={{width:"100%",borderCollapse:"collapse",fontSize:"0.85rem",border:"2px solid #3253DC"}}>
        <colgroup>
          <col style={{width:"40px"}} />

          <col style={{width:"220px"}} />

          <col style={{width:"100%"}} />
        </colgroup>

        <thead>
          <tr>
            <th style={{backgroundColor:"#3253DC",color:"#ffffff",border:"1px solid #000000",padding:"10px 8px",textAlign:"center",letterSpacing:"0.05em",width:"40px"}}>No.</th>
            <th style={{backgroundColor:"#3253DC",color:"#ffffff",border:"1px solid #000000",padding:"10px 8px",textAlign:"center",letterSpacing:"0.05em",width:"220px"}}>Model Name</th>
            <th style={{backgroundColor:"#3253DC",color:"#ffffff",border:"1px solid #000000",padding:"10px 8px",textAlign:"center",letterSpacing:"0.05em"}}>Description</th>
          </tr>
        </thead>

        <tbody>
          <tr>
            <td rowSpan={2} style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"center",verticalAlign:"middle",width:"40px"}}>1</td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"left",verticalAlign:"middle",width:"180px"}}><a href="https://aihub.qualcomm.com/iot/models/deeplabv3_plus_mobilenet?searchTerm=DeepLabV3-Plus-MobileNet" target="_blank" style={{color:"#3253DC",fontWeight:600}}>DeepLabV3-Plus-MobileNet</a></td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",color:"#555",fontSize:"0.82rem",verticalAlign:"middle"}}>Atrous separable convolutions with encoder-decoder for segmentation.</td>
          </tr>

          <tr>
            <td colSpan={2} style={{border:"1px solid #e2e8f0",padding:"4px",verticalAlign:"top",width:"100%"}}>
              <Accordion title="Steps to Run on QIM SDK">
                <Accordion title="🟢 W8A8 — Model Precision">
                  <Steps>
                    <Step title="Download Required Files">
                      | File | Save as |
                      | - | - |
                      | [Model](https://aihub.qualcomm.com/iot/models/deeplabv3_plus_mobilenet?searchTerm=DeepLabV3-Plus-MobileNet) | deeplabv3\_plus\_mobilenet\_w8a8.tflite |
                      | <a href="../labels/dv3-argmax.json" download="dv3-argmax.json">dv3-argmax.json</a> | dv3-argmax.json |
                      | <a href="https://github.com/qualcomm/sample-apps-for-qualcomm-linux/raw/refs/heads/main/qualcomm-linux/artifacts/videos/demo_samples/">Input video</a> | ai\_demo\_sample.mp4 |

                      <Note>
                        If any downloaded file is a `.zip` archive, extract it on your host machine before copying:
                        `unzip filename.zip`
                      </Note>
                    </Step>

                    <Step title="Copy Files to Device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # ~ resolves automatically to the correct home directory on the device (/root on QLI, /home/ubuntu on Ubuntu).

                        ssh <user>@<device-ip> "mkdir -p ~/Downloads/qimsdk_samples/models ~/Downloads/qimsdk_samples/labels ~/Downloads/qimsdk_samples/media"
                        scp deeplabv3_plus_mobilenet_w8a8.tflite   <user>@<device-ip>:~/Downloads/qimsdk_samples/models/
                        scp dv3-argmax.json                        <user>@<device-ip>:~/Downloads/qimsdk_samples/labels/
                        scp ai_demo_sample.mp4                     <user>@<device-ip>:~/Downloads/qimsdk_samples/media/
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Connect to device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # Run from your host machine — replace <user> and <device-ip>
                        ssh <user>@<device-ip>
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Set Environment Variables">
                      ```bash Qualcomm Linux theme={null}
                      export MODEL_NAME=deeplabv3_plus_mobilenet_w8a8.tflite
                      export LABELS_NAME=dv3-argmax.json
                      export SRC_VIDEO_NAME=ai_demo_sample.mp4
                      ```
                    </Step>

                    <Step title="Run the Pipeline">
                      ```bash theme={null}
                      gst-launch-1.0 -e --gst-debug=2 \
                      filesrc location=$HOME/Downloads/qimsdk_samples/media/$SRC_VIDEO_NAME ! qtdemux ! h264parse ! \
                      v4l2h264dec capture-io-mode=4 output-io-mode=4 ! video/x-raw,format=NV12 ! queue ! \
                      tee name=t \
                      t. ! queue ! qtivcomposer name=seg_mix sink_1::alpha=0.5 ! queue ! waylandsink fullscreen=true sync=true \
                      t. ! queue ! qtimlvconverter ! queue ! \
                      qtimltflite model=$HOME/Downloads/qimsdk_samples/models/$MODEL_NAME delegate=external external-delegate-path=libQnnTFLiteDelegate.so external-delegate-options="QNNExternalDelegate,backend_type=htp,log_level=(string)1;" ! queue ! \
                      qtimlpostprocess module=deeplab-argmax labels=$HOME/Downloads/qimsdk_samples/labels/$LABELS_NAME ! video/x-raw ! queue ! seg_mix.
                      ```
                    </Step>
                  </Steps>
                </Accordion>
              </Accordion>
            </td>
          </tr>

          <tr>
            <td rowSpan={2} style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"center",verticalAlign:"middle",width:"40px"}}>2</td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"left",verticalAlign:"middle",width:"180px"}}><a href="https://aihub.qualcomm.com/iot/models/fcn_resnet50" target="_blank" style={{color:"#3253DC",fontWeight:600}}>FCN-ResNet50</a></td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",color:"#555",fontSize:"0.82rem",verticalAlign:"middle"}}>Fully convolutional network for dense pixel classification.</td>
          </tr>

          <tr>
            <td colSpan={2} style={{border:"1px solid #e2e8f0",padding:"4px",verticalAlign:"top",width:"100%"}}>
              <Accordion title="Steps to Run on QIM SDK">
                <Accordion title="🟢 W8A8 — Model Precision">
                  <Steps>
                    <Step title="Download Required Files">
                      | File | Save as |
                      | - | - |
                      | [Model](https://aihub.qualcomm.com/iot/models/fcn_resnet50) | fcn\_resnet50\_w8a8.tflite |
                      | <a href="../labels/dv3-argmax.json" download="dv3-argmax.json">dv3-argmax.json</a> | dv3-argmax.json |
                      | <a href="https://github.com/qualcomm/sample-apps-for-qualcomm-linux/raw/refs/heads/main/qualcomm-linux/artifacts/videos/demo_samples/">Input video</a> | ai\_demo\_sample.mp4 |

                      <Note>
                        If any downloaded file is a `.zip` archive, extract it on your host machine before copying:
                        `unzip filename.zip`
                      </Note>
                    </Step>

                    <Step title="Copy Files to Device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # ~ resolves automatically to the correct home directory on the device (/root on QLI, /home/ubuntu on Ubuntu).

                        ssh <user>@<device-ip> "mkdir -p ~/Downloads/qimsdk_samples/models ~/Downloads/qimsdk_samples/labels ~/Downloads/qimsdk_samples/media"
                        scp fcn_resnet50_w8a8.tflite                <user>@<device-ip>:~/Downloads/qimsdk_samples/models/
                        scp dv3-argmax.json                         <user>@<device-ip>:~/Downloads/qimsdk_samples/labels/
                        scp ai_demo_sample.mp4                      <user>@<device-ip>:~/Downloads/qimsdk_samples/media/
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Connect to device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # Run from your host machine — replace <user> and <device-ip>
                        ssh <user>@<device-ip>
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Set Environment Variables">
                      ```bash Qualcomm Linux theme={null}
                      export MODEL_NAME=fcn_resnet50_w8a8.tflite
                      export LABELS_NAME=dv3-argmax.json
                      export SRC_VIDEO_NAME=ai_demo_sample.mp4
                      ```
                    </Step>

                    <Step title="Run the Pipeline">
                      ```bash theme={null}
                      gst-launch-1.0 -e --gst-debug=2 \
                      filesrc location=$HOME/Downloads/qimsdk_samples/media/$SRC_VIDEO_NAME ! qtdemux ! h264parse ! \
                      v4l2h264dec capture-io-mode=4 output-io-mode=4 ! video/x-raw,format=NV12 ! queue ! \
                      tee name=t \
                      t. ! queue ! qtivcomposer name=seg_mix sink_1::alpha=0.5 ! queue ! waylandsink fullscreen=true sync=true \
                      t. ! queue ! qtimlvconverter ! queue ! \
                      qtimltflite model=$HOME/Downloads/qimsdk_samples/models/$MODEL_NAME delegate=external external-delegate-path=libQnnTFLiteDelegate.so external-delegate-options="QNNExternalDelegate,backend_type=htp,log_level=(string)1;" ! queue ! \
                      qtimlpostprocess module=deeplab-argmax labels=$HOME/Downloads/qimsdk_samples/labels/$LABELS_NAME ! video/x-raw ! queue ! seg_mix.
                      ```
                    </Step>
                  </Steps>
                </Accordion>
              </Accordion>
            </td>
          </tr>

          <tr>
            <td rowSpan={2} style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"center",verticalAlign:"middle",width:"40px"}}>3</td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"left",verticalAlign:"middle",width:"180px"}}><a href="https://aihub.qualcomm.com/iot/models/ffnet_122ns_lowres" target="_blank" style={{color:"#3253DC",fontWeight:600}}>FFNet-122NS-LowRes</a></td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",color:"#555",fontSize:"0.82rem",verticalAlign:"middle"}}>Fast Fusion Network for real-time semantic segmentation.</td>
          </tr>

          <tr>
            <td colSpan={2} style={{border:"1px solid #e2e8f0",padding:"4px",verticalAlign:"top",width:"100%"}}>
              <Accordion title="Steps to Run on QIM SDK">
                <Accordion title="🟢 W8A8 — Model Precision">
                  <Steps>
                    <Step title="Download Required Files">
                      | File | Save as |
                      | - | - |
                      | [Model](https://aihub.qualcomm.com/iot/models/ffnet_122ns_lowres) | ffnet\_122ns\_lowres\_w8a8.tflite |
                      | <a href="../labels/dv3-argmax.json" download="dv3-argmax.json">dv3-argmax.json</a> | dv3-argmax.json |
                      | <a href="https://github.com/qualcomm/sample-apps-for-qualcomm-linux/raw/refs/heads/main/qualcomm-linux/artifacts/videos/demo_samples/">Input video</a> | ai\_demo\_sample.mp4 |

                      <Note>
                        If any downloaded file is a `.zip` archive, extract it on your host machine before copying:
                        `unzip filename.zip`
                      </Note>
                    </Step>

                    <Step title="Copy Files to Device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # ~ resolves automatically to the correct home directory on the device (/root on QLI, /home/ubuntu on Ubuntu).

                        ssh <user>@<device-ip> "mkdir -p ~/Downloads/qimsdk_samples/models ~/Downloads/qimsdk_samples/labels ~/Downloads/qimsdk_samples/media"
                        scp ffnet_122ns_lowres_w8a8.tflite      <user>@<device-ip>:~/Downloads/qimsdk_samples/models/
                        scp dv3-argmax.json                     <user>@<device-ip>:~/Downloads/qimsdk_samples/labels/
                        scp ai_demo_sample.mp4                  <user>@<device-ip>:~/Downloads/qimsdk_samples/media/
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Connect to device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # Run from your host machine — replace <user> and <device-ip>
                        ssh <user>@<device-ip>
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Set Environment Variables">
                      ```bash Qualcomm Linux theme={null}
                      export MODEL_NAME=ffnet_122ns_lowres_w8a8.tflite
                      export LABELS_NAME=dv3-argmax.json
                      export SRC_VIDEO_NAME=ai_demo_sample.mp4
                      ```
                    </Step>

                    <Step title="Run the Pipeline">
                      ```bash theme={null}
                      gst-launch-1.0 -e --gst-debug=2 \
                      filesrc location=$HOME/Downloads/qimsdk_samples/media/$SRC_VIDEO_NAME ! qtdemux ! h264parse ! \
                      v4l2h264dec capture-io-mode=4 output-io-mode=4 ! video/x-raw,format=NV12 ! queue ! \
                      tee name=t \
                      t. ! queue ! qtivcomposer name=seg_mix sink_1::alpha=0.5 ! queue ! waylandsink fullscreen=true sync=true \
                      t. ! queue ! qtimlvconverter ! queue ! \
                      qtimltflite model=$HOME/Downloads/qimsdk_samples/models/$MODEL_NAME delegate=external external-delegate-path=libQnnTFLiteDelegate.so external-delegate-options="QNNExternalDelegate,backend_type=htp,log_level=(string)1;" ! queue ! \
                      qtimlpostprocess module=deeplab-argmax labels=$HOME/Downloads/qimsdk_samples/labels/$LABELS_NAME ! video/x-raw ! queue ! seg_mix.
                      ```
                    </Step>
                  </Steps>
                </Accordion>
              </Accordion>
            </td>
          </tr>

          <tr>
            <td rowSpan={2} style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"center",verticalAlign:"middle",width:"40px"}}>4</td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"left",verticalAlign:"middle",width:"180px"}}><a href="https://aihub.qualcomm.com/iot/models/ffnet_78s_lowres" target="_blank" style={{color:"#3253DC",fontWeight:600}}>FFNet-78S-LowRes</a></td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",color:"#555",fontSize:"0.82rem",verticalAlign:"middle"}}>Compact FFNet variant balancing speed and accuracy.</td>
          </tr>

          <tr>
            <td colSpan={2} style={{border:"1px solid #e2e8f0",padding:"4px",verticalAlign:"top",width:"100%"}}>
              <Accordion title="Steps to Run on QIM SDK">
                <Accordion title="🟢 W8A8 — Model Precision">
                  <Steps>
                    <Step title="Download Required Files">
                      | File | Save as |
                      | - | - |
                      | [Model](https://aihub.qualcomm.com/iot/models/ffnet_78s_lowres) | ffnet\_78s\_lowres\_w8a8.tflite |
                      | <a href="../labels/dv3-argmax.json" download="dv3-argmax.json">dv3-argmax.json</a> | dv3-argmax.json |
                      | <a href="https://github.com/qualcomm/sample-apps-for-qualcomm-linux/raw/refs/heads/main/qualcomm-linux/artifacts/videos/demo_samples/">Input video</a> | ai\_demo\_sample.mp4 |

                      <Note>
                        If any downloaded file is a `.zip` archive, extract it on your host machine before copying:
                        `unzip filename.zip`
                      </Note>
                    </Step>

                    <Step title="Copy Files to Device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # ~ resolves automatically to the correct home directory on the device (/root on QLI, /home/ubuntu on Ubuntu).

                        ssh <user>@<device-ip> "mkdir -p ~/Downloads/qimsdk_samples/models ~/Downloads/qimsdk_samples/labels ~/Downloads/qimsdk_samples/media"
                        scp ffnet_78s_lowres_w8a8.tflite        <user>@<device-ip>:~/Downloads/qimsdk_samples/models/
                        scp dv3-argmax.json                     <user>@<device-ip>:~/Downloads/qimsdk_samples/labels/
                        scp ai_demo_sample.mp4                  <user>@<device-ip>:~/Downloads/qimsdk_samples/media/
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Connect to device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # Run from your host machine — replace <user> and <device-ip>
                        ssh <user>@<device-ip>
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Set Environment Variables">
                      ```bash Qualcomm Linux theme={null}
                      export MODEL_NAME=ffnet_78s_lowres_w8a8.tflite
                      export LABELS_NAME=dv3-argmax.json
                      export SRC_VIDEO_NAME=ai_demo_sample.mp4
                      ```
                    </Step>

                    <Step title="Run the Pipeline">
                      ```bash theme={null}
                      gst-launch-1.0 -e --gst-debug=2 \
                      filesrc location=$HOME/Downloads/qimsdk_samples/media/$SRC_VIDEO_NAME ! qtdemux ! h264parse ! \
                      v4l2h264dec capture-io-mode=4 output-io-mode=4 ! video/x-raw,format=NV12 ! queue ! \
                      tee name=t \
                      t. ! queue ! qtivcomposer name=seg_mix sink_1::alpha=0.5 ! queue ! waylandsink fullscreen=true sync=true \
                      t. ! queue ! qtimlvconverter ! queue ! \
                      qtimltflite model=$HOME/Downloads/qimsdk_samples/models/$MODEL_NAME delegate=external external-delegate-path=libQnnTFLiteDelegate.so external-delegate-options="QNNExternalDelegate,backend_type=htp,log_level=(string)1;" ! queue ! \
                      qtimlpostprocess module=deeplab-argmax labels=$HOME/Downloads/qimsdk_samples/labels/$LABELS_NAME ! video/x-raw ! queue ! seg_mix.
                      ```
                    </Step>
                  </Steps>
                </Accordion>
              </Accordion>
            </td>
          </tr>

          <tr>
            <td rowSpan={2} style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"center",verticalAlign:"middle",width:"40px"}}>5</td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"left",verticalAlign:"middle",width:"180px"}}><a href="https://aihub.qualcomm.com/iot/models/pidnet?searchTerm=pid" target="_blank" style={{color:"#3253DC",fontWeight:600}}>PidNet</a></td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",color:"#555",fontSize:"0.82rem",verticalAlign:"middle"}}>Parallel information distillation network for real-time segmentation.</td>
          </tr>

          <tr>
            <td colSpan={2} style={{border:"1px solid #e2e8f0",padding:"4px",verticalAlign:"top",width:"100%"}}>
              <Accordion title="Steps to Run on QIM SDK">
                <Accordion title="🟢 W8A8 — Model Precision">
                  <Steps>
                    <Step title="Download Required Files">
                      | File | Save as |
                      | - | - |
                      | [Model](https://aihub.qualcomm.com/iot/models/pidnet?searchTerm=pid) | pidnet\_w8a8.tflite |
                      | <a href="../labels/dv3-argmax.json" download="dv3-argmax.json">dv3-argmax.json</a> | dv3-argmax.json |
                      | <a href="https://github.com/qualcomm/sample-apps-for-qualcomm-linux/raw/refs/heads/main/qualcomm-linux/artifacts/videos/demo_samples/">Input video</a> | ai\_demo\_sample.mp4 |

                      <Note>
                        If any downloaded file is a `.zip` archive, extract it on your host machine before copying:
                        `unzip filename.zip`
                      </Note>
                    </Step>

                    <Step title="Copy Files to Device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # ~ resolves automatically to the correct home directory on the device (/root on QLI, /home/ubuntu on Ubuntu).

                        ssh <user>@<device-ip> "mkdir -p ~/Downloads/qimsdk_samples/models ~/Downloads/qimsdk_samples/labels ~/Downloads/qimsdk_samples/media"
                        scp pidnet_w8a8.tflite                  <user>@<device-ip>:~/Downloads/qimsdk_samples/models/
                        scp dv3-argmax.json                     <user>@<device-ip>:~/Downloads/qimsdk_samples/labels/
                        scp ai_demo_sample.mp4                  <user>@<device-ip>:~/Downloads/qimsdk_samples/media/
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Connect to device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # Run from your host machine — replace <user> and <device-ip>
                        ssh <user>@<device-ip>
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Set Environment Variables">
                      ```bash Qualcomm Linux theme={null}
                      export MODEL_NAME=pidnet_w8a8.tflite
                      export LABELS_NAME=dv3-argmax.json
                      export SRC_VIDEO_NAME=ai_demo_sample.mp4
                      ```
                    </Step>

                    <Step title="Run the Pipeline">
                      ```bash theme={null}
                      gst-launch-1.0 -e --gst-debug=2 \
                      filesrc location=$HOME/Downloads/qimsdk_samples/media/$SRC_VIDEO_NAME ! qtdemux ! h264parse ! \
                      v4l2h264dec capture-io-mode=4 output-io-mode=4 ! video/x-raw,format=NV12 ! queue ! \
                      tee name=t \
                      t. ! queue ! qtivcomposer name=seg_mix sink_1::alpha=0.5 ! queue ! waylandsink fullscreen=true sync=true \
                      t. ! queue ! qtimlvconverter ! queue ! \
                      qtimltflite model=$HOME/Downloads/qimsdk_samples/models/$MODEL_NAME delegate=external external-delegate-path=libQnnTFLiteDelegate.so external-delegate-options="QNNExternalDelegate,backend_type=htp,log_level=(string)1;" ! queue ! \
                      qtimlpostprocess module=deeplab-argmax labels=$HOME/Downloads/qimsdk_samples/labels/$LABELS_NAME ! video/x-raw ! queue ! seg_mix.
                      ```
                    </Step>
                  </Steps>
                </Accordion>
              </Accordion>
            </td>
          </tr>

          <tr>
            <td rowSpan={2} style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"center",verticalAlign:"middle",width:"40px"}}>6</td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"left",verticalAlign:"middle",width:"180px"}}><a href="https://aihub.qualcomm.com/iot/models/ddrnet23_slim?searchTerm=DDRNet23-Slim" target="_blank" style={{color:"#3253DC",fontWeight:600}}>DDRNet23-Slim</a></td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",color:"#555",fontSize:"0.82rem",verticalAlign:"middle"}}>Dual-resolution discrepancy network (slim) for fast segmentation.</td>
          </tr>

          <tr>
            <td colSpan={2} style={{border:"1px solid #e2e8f0",padding:"4px",verticalAlign:"top",width:"100%"}}>
              <Accordion title="Steps to Run on QIM SDK">
                <Accordion title="🟢 Float32 — Model Precision">
                  <Steps>
                    <Step title="Download Required Files">
                      | File | Save as |
                      | - | - |
                      | [Model](https://aihub.qualcomm.com/iot/models/ddrnet23_slim?searchTerm=DDRNet23-Slim) | ddrnet23\_slim\_float.tflite |
                      | <a href="../labels/dv3-argmax.json" download="dv3-argmax.json">dv3-argmax.json</a> | dv3-argmax.json |
                      | <a href="https://github.com/qualcomm/sample-apps-for-qualcomm-linux/raw/refs/heads/main/qualcomm-linux/artifacts/videos/demo_samples/">Input video</a> | ai\_demo\_sample.mp4 |

                      <Note>
                        If any downloaded file is a `.zip` archive, extract it on your host machine before copying:
                        `unzip filename.zip`
                      </Note>
                    </Step>

                    <Step title="Copy Files to Device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # ~ resolves automatically to the correct home directory on the device (/root on QLI, /home/ubuntu on Ubuntu).

                        ssh <user>@<device-ip> "mkdir -p ~/Downloads/qimsdk_samples/models ~/Downloads/qimsdk_samples/labels ~/Downloads/qimsdk_samples/media"
                        scp ddrnet23_slim_float.tflite          <user>@<device-ip>:~/Downloads/qimsdk_samples/models/
                        scp dv3-argmax.json                     <user>@<device-ip>:~/Downloads/qimsdk_samples/labels/
                        scp ai_demo_sample.mp4                  <user>@<device-ip>:~/Downloads/qimsdk_samples/media/
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Connect to device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # Run from your host machine — replace <user> and <device-ip>
                        ssh <user>@<device-ip>
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Set Environment Variables">
                      ```bash Qualcomm Linux theme={null}
                      export MODEL_NAME=ddrnet23_slim_float.tflite
                      export LABELS_NAME=dv3-argmax.json
                      export SRC_VIDEO_NAME=ai_demo_sample.mp4
                      ```
                    </Step>

                    <Step title="Run the Pipeline">
                      ```bash theme={null}
                      gst-launch-1.0 -e --gst-debug=2 \
                      filesrc location=$HOME/Downloads/qimsdk_samples/media/$SRC_VIDEO_NAME ! qtdemux ! h264parse ! \
                      v4l2h264dec capture-io-mode=4 output-io-mode=4 ! video/x-raw,format=NV12 ! queue ! \
                      tee name=t \
                      t. ! queue ! qtivcomposer name=seg_mix sink_1::alpha=0.5 ! queue ! waylandsink fullscreen=true sync=true \
                      t. ! queue ! qtimlvconverter ! queue ! \
                      qtimltflite model=$HOME/Downloads/qimsdk_samples/models/$MODEL_NAME delegate=gpu ! queue ! \
                      qtimlpostprocess module=deeplab-argmax labels=$HOME/Downloads/qimsdk_samples/labels/$LABELS_NAME ! video/x-raw ! queue ! seg_mix.
                      ```
                    </Step>
                  </Steps>
                </Accordion>
              </Accordion>
            </td>
          </tr>

          <tr>
            <td rowSpan={2} style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"center",verticalAlign:"middle",width:"40px"}}>7</td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"left",verticalAlign:"middle",width:"180px"}}><a href="https://aihub.qualcomm.com/iot/models/ffnet_40s?searchTerm=FFNet-40&chipsets=qualcomm-qcs6490-proxy" target="_blank" style={{color:"#3253DC",fontWeight:600}}>FFNet-40S</a></td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",color:"#555",fontSize:"0.82rem",verticalAlign:"middle"}}>Minimal FFNet for maximum throughput.</td>
          </tr>

          <tr>
            <td colSpan={2} style={{border:"1px solid #e2e8f0",padding:"4px",verticalAlign:"top",width:"100%"}}>
              <Accordion title="Steps to Run on QIM SDK">
                <Accordion title="🟢 W8A8 — Model Precision">
                  <Steps>
                    <Step title="Download Required Files">
                      | File | Save as |
                      | - | - |
                      | [Model](https://aihub.qualcomm.com/iot/models/ffnet_40s?searchTerm=FFNet-40\&chipsets=qualcomm-qcs6490-proxy) | ffnet\_40s\_w8a8.tflite |
                      | <a href="../labels/dv3-argmax.json" download="dv3-argmax.json">dv3-argmax.json</a> | dv3-argmax.json |
                      | <a href="https://github.com/qualcomm/sample-apps-for-qualcomm-linux/raw/refs/heads/main/qualcomm-linux/artifacts/videos/demo_samples/">Input video</a> | ai\_demo\_sample.mp4 |

                      <Note>
                        If any downloaded file is a `.zip` archive, extract it on your host machine before copying:
                        `unzip filename.zip`
                      </Note>
                    </Step>

                    <Step title="Copy Files to Device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # ~ resolves automatically to the correct home directory on the device (/root on QLI, /home/ubuntu on Ubuntu).

                        ssh <user>@<device-ip> "mkdir -p ~/Downloads/qimsdk_samples/models ~/Downloads/qimsdk_samples/labels ~/Downloads/qimsdk_samples/media"
                        scp ffnet_40s_w8a8.tflite          <user>@<device-ip>:~/Downloads/qimsdk_samples/models/
                        scp dv3-argmax.json                <user>@<device-ip>:~/Downloads/qimsdk_samples/labels/
                        scp ai_demo_sample.mp4             <user>@<device-ip>:~/Downloads/qimsdk_samples/media/
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Connect to device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # Run from your host machine — replace <user> and <device-ip>
                        ssh <user>@<device-ip>
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Set Environment Variables">
                      ```bash Qualcomm Linux theme={null}
                      export MODEL_NAME=ffnet_40s_w8a8.tflite
                      export LABELS_NAME=dv3-argmax.json
                      export SRC_VIDEO_NAME=ai_demo_sample.mp4
                      ```
                    </Step>

                    <Step title="Run the Pipeline">
                      ```bash theme={null}
                      gst-launch-1.0 -e --gst-debug=2 \
                      filesrc location=$HOME/Downloads/qimsdk_samples/media/$SRC_VIDEO_NAME ! qtdemux ! h264parse ! \
                      v4l2h264dec capture-io-mode=4 output-io-mode=4 ! video/x-raw,format=NV12 ! queue ! \
                      tee name=t \
                      t. ! queue ! qtivcomposer name=seg_mix sink_1::alpha=0.5 ! queue ! waylandsink fullscreen=true sync=true \
                      t. ! queue ! qtimlvconverter ! queue ! \
                      qtimltflite model=$HOME/Downloads/qimsdk_samples/models/$MODEL_NAME delegate=external external-delegate-path=libQnnTFLiteDelegate.so external-delegate-options="QNNExternalDelegate,backend_type=htp,log_level=(string)1;" ! queue ! \
                      qtimlpostprocess module=deeplab-argmax labels=$HOME/Downloads/qimsdk_samples/labels/$LABELS_NAME ! video/x-raw ! queue ! seg_mix.
                      ```
                    </Step>
                  </Steps>
                </Accordion>
              </Accordion>
            </td>
          </tr>

          <tr>
            <td rowSpan={2} style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"center",verticalAlign:"middle",width:"40px"}}>8</td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"left",verticalAlign:"middle",width:"180px"}}><a href="https://aihub.qualcomm.com/iot/models/ffnet_54s?searchTerm=FFNet-54&chipsets=qualcomm-qcs6490-proxy" target="_blank" style={{color:"#3253DC",fontWeight:600}}>FFNet-54S</a></td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",color:"#555",fontSize:"0.82rem",verticalAlign:"middle"}}>Small FFNet for low-latency segmentation.</td>
          </tr>

          <tr>
            <td colSpan={2} style={{border:"1px solid #e2e8f0",padding:"4px",verticalAlign:"top",width:"100%"}}>
              <Accordion title="Steps to Run on QIM SDK">
                <Accordion title="🟢 W8A8 — Model Precision">
                  <Steps>
                    <Step title="Download Required Files">
                      | File | Save as |
                      | - | - |
                      | [Model](https://aihub.qualcomm.com/iot/models/ffnet_54s?searchTerm=FFNet-54\&chipsets=qualcomm-qcs6490-proxy) | ffnet\_54s\_w8a8.tflite |
                      | <a href="../labels/dv3-argmax.json" download="dv3-argmax.json">dv3-argmax.json</a> | dv3-argmax.json |
                      | <a href="https://github.com/qualcomm/sample-apps-for-qualcomm-linux/raw/refs/heads/main/qualcomm-linux/artifacts/videos/demo_samples/">Input video</a> | ai\_demo\_sample.mp4 |

                      <Note>
                        If any downloaded file is a `.zip` archive, extract it on your host machine before copying:
                        `unzip filename.zip`
                      </Note>
                    </Step>

                    <Step title="Copy Files to Device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # ~ resolves automatically to the correct home directory on the device (/root on QLI, /home/ubuntu on Ubuntu).

                        ssh <user>@<device-ip> "mkdir -p ~/Downloads/qimsdk_samples/models ~/Downloads/qimsdk_samples/labels ~/Downloads/qimsdk_samples/media"
                        scp ffnet_54s_w8a8.tflite          <user>@<device-ip>:~/Downloads/qimsdk_samples/models/
                        scp dv3-argmax.json                <user>@<device-ip>:~/Downloads/qimsdk_samples/labels/
                        scp ai_demo_sample.mp4             <user>@<device-ip>:~/Downloads/qimsdk_samples/media/
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Connect to device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # Run from your host machine — replace <user> and <device-ip>
                        ssh <user>@<device-ip>
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Set Environment Variables">
                      ```bash Qualcomm Linux theme={null}
                      export MODEL_NAME=ffnet_54s_w8a8.tflite
                      export LABELS_NAME=dv3-argmax.json
                      export SRC_VIDEO_NAME=ai_demo_sample.mp4
                      ```
                    </Step>

                    <Step title="Run the Pipeline">
                      ```bash theme={null}
                      gst-launch-1.0 -e --gst-debug=2 \
                      filesrc location=$HOME/Downloads/qimsdk_samples/media/$SRC_VIDEO_NAME ! qtdemux ! h264parse ! \
                      v4l2h264dec capture-io-mode=4 output-io-mode=4 ! video/x-raw,format=NV12 ! queue ! \
                      tee name=t \
                      t. ! queue ! qtivcomposer name=seg_mix sink_1::alpha=0.5 ! queue ! waylandsink fullscreen=true sync=true \
                      t. ! queue ! qtimlvconverter ! queue ! \
                      qtimltflite model=$HOME/Downloads/qimsdk_samples/models/$MODEL_NAME delegate=external external-delegate-path=libQnnTFLiteDelegate.so external-delegate-options="QNNExternalDelegate,backend_type=htp,log_level=(string)1;" ! queue ! \
                      qtimlpostprocess module=deeplab-argmax labels=$HOME/Downloads/qimsdk_samples/labels/$LABELS_NAME ! video/x-raw ! queue ! seg_mix.
                      ```
                    </Step>
                  </Steps>
                </Accordion>
              </Accordion>
            </td>
          </tr>

          <tr>
            <td rowSpan={2} style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"center",verticalAlign:"middle",width:"40px"}}>9</td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"left",verticalAlign:"middle",width:"180px"}}><a href="https://aihub.qualcomm.com/iot/models/ffnet_78s?searchTerm=FFNet-78&chipsets=qualcomm-qcs6490-proxy" target="_blank" style={{color:"#3253DC",fontWeight:600}}>FFNet-78S</a></td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",color:"#555",fontSize:"0.82rem",verticalAlign:"middle"}}>Standard-resolution FFNet-78S segmentation model.</td>
          </tr>

          <tr>
            <td colSpan={2} style={{border:"1px solid #e2e8f0",padding:"4px",verticalAlign:"top",width:"100%"}}>
              <Accordion title="Steps to Run on QIM SDK">
                <Accordion title="🟢 W8A8 — Model Precision">
                  <Steps>
                    <Step title="Download Required Files">
                      | File | Save as |
                      | - | - |
                      | [Model](https://aihub.qualcomm.com/iot/models/ffnet_78s?searchTerm=FFNet-78\&chipsets=qualcomm-qcs6490-proxy) | ffnet\_78s\_w8a8.tflite |
                      | <a href="../labels/dv3-argmax.json" download="dv3-argmax.json">dv3-argmax.json</a> | dv3-argmax.json |
                      | <a href="https://github.com/qualcomm/sample-apps-for-qualcomm-linux/raw/refs/heads/main/qualcomm-linux/artifacts/videos/demo_samples/">Input video</a> | ai\_demo\_sample.mp4 |

                      <Note>
                        If any downloaded file is a `.zip` archive, extract it on your host machine before copying:
                        `unzip filename.zip`
                      </Note>
                    </Step>

                    <Step title="Copy Files to Device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # ~ resolves automatically to the correct home directory on the device (/root on QLI, /home/ubuntu on Ubuntu).

                        ssh <user>@<device-ip> "mkdir -p ~/Downloads/qimsdk_samples/models ~/Downloads/qimsdk_samples/labels ~/Downloads/qimsdk_samples/media"
                        scp ffnet_78s_w8a8.tflite          <user>@<device-ip>:~/Downloads/qimsdk_samples/models/
                        scp dv3-argmax.json                <user>@<device-ip>:~/Downloads/qimsdk_samples/labels/
                        scp ai_demo_sample.mp4             <user>@<device-ip>:~/Downloads/qimsdk_samples/media/
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Connect to device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # Run from your host machine — replace <user> and <device-ip>
                        ssh <user>@<device-ip>
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Set Environment Variables">
                      ```bash Qualcomm Linux theme={null}
                      export MODEL_NAME=ffnet_78s_w8a8.tflite
                      export LABELS_NAME=dv3-argmax.json
                      export SRC_VIDEO_NAME=ai_demo_sample.mp4
                      ```
                    </Step>

                    <Step title="Run the Pipeline">
                      ```bash theme={null}
                      gst-launch-1.0 -e --gst-debug=2 \
                      filesrc location=$HOME/Downloads/qimsdk_samples/media/$SRC_VIDEO_NAME ! qtdemux ! h264parse ! \
                      v4l2h264dec capture-io-mode=4 output-io-mode=4 ! video/x-raw,format=NV12 ! queue ! \
                      tee name=t \
                      t. ! queue ! qtivcomposer name=seg_mix sink_1::alpha=0.5 ! queue ! waylandsink fullscreen=true sync=true \
                      t. ! queue ! qtimlvconverter ! queue ! \
                      qtimltflite model=$HOME/Downloads/qimsdk_samples/models/$MODEL_NAME delegate=external external-delegate-path=libQnnTFLiteDelegate.so external-delegate-options="QNNExternalDelegate,backend_type=htp,log_level=(string)1;" ! queue ! \
                      qtimlpostprocess module=deeplab-argmax labels=$HOME/Downloads/qimsdk_samples/labels/$LABELS_NAME ! video/x-raw ! queue ! seg_mix.
                      ```
                    </Step>
                  </Steps>
                </Accordion>
              </Accordion>
            </td>
          </tr>

          <tr>
            <td rowSpan={2} style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"center",verticalAlign:"middle",width:"40px"}}>10</td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"left",verticalAlign:"middle",width:"180px"}}><a href="https://aihub.qualcomm.com/iot/models/segformer_base" target="_blank" style={{color:"#3253DC",fontWeight:600}}>Segformer-Base</a></td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",color:"#555",fontSize:"0.82rem",verticalAlign:"middle"}}>Hierarchical transformer with lightweight MLP decoder.</td>
          </tr>

          <tr>
            <td colSpan={2} style={{border:"1px solid #e2e8f0",padding:"4px",verticalAlign:"top",width:"100%"}}>
              <Accordion title="Steps to Run on QIM SDK">
                <Accordion title="🟢 W8A8 — Model Precision">
                  <Steps>
                    <Step title="Download Required Files">
                      | File | Save as |
                      | - | - |
                      | [Model](https://aihub.qualcomm.com/iot/models/segformer_base) | segformer\_base\_w8a8.tflite |
                      | <a href="../labels/segformer.json" download="segformer.json">segformer.json</a> | segformer.json |
                      | <a href="https://github.com/qualcomm/sample-apps-for-qualcomm-linux/raw/refs/heads/main/qualcomm-linux/artifacts/videos/demo_samples/">Input video</a> | ai\_demo\_sample.mp4 |

                      <Note>
                        If any downloaded file is a `.zip` archive, extract it on your host machine before copying:
                        `unzip filename.zip`
                      </Note>
                    </Step>

                    <Step title="Copy Files to Device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # ~ resolves automatically to the correct home directory on the device (/root on QLI, /home/ubuntu on Ubuntu).

                        ssh <user>@<device-ip> "mkdir -p ~/Downloads/qimsdk_samples/models ~/Downloads/qimsdk_samples/labels ~/Downloads/qimsdk_samples/media"
                        scp segformer_base_w8a8.tflite         <user>@<device-ip>:~/Downloads/qimsdk_samples/models/
                        scp segformer.json                     <user>@<device-ip>:~/Downloads/qimsdk_samples/labels/
                        scp ai_demo_sample.mp4                 <user>@<device-ip>:~/Downloads/qimsdk_samples/media/
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Connect to device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # Run from your host machine — replace <user> and <device-ip>
                        ssh <user>@<device-ip>
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Set Environment Variables">
                      ```bash Qualcomm Linux theme={null}
                      export MODEL_NAME=segformer_base_w8a8.tflite
                      export LABELS_NAME=segformer.json
                      export SRC_VIDEO_NAME=ai_demo_sample.mp4
                      ```
                    </Step>

                    <Step title="Run the Pipeline">
                      ```bash theme={null}
                      gst-launch-1.0 -e --gst-debug=2 \
                      filesrc location=$HOME/Downloads/qimsdk_samples/media/$SRC_VIDEO_NAME ! qtdemux ! h264parse ! \
                      v4l2h264dec capture-io-mode=4 output-io-mode=4 ! video/x-raw,format=NV12 ! queue ! \
                      tee name=t \
                      t. ! queue ! qtivcomposer name=seg_mix sink_1::alpha=0.5 ! queue ! waylandsink fullscreen=true sync=true \
                      t. ! queue ! qtimlvconverter ! queue ! \
                      qtimltflite model=$HOME/Downloads/qimsdk_samples/models/$MODEL_NAME delegate=external external-delegate-path=libQnnTFLiteDelegate.so external-delegate-options="QNNExternalDelegate,backend_type=htp,log_level=(string)1;" ! queue ! \
                      qtimlpostprocess module=deeplab-argmax labels=$HOME/Downloads/qimsdk_samples/labels/$LABELS_NAME ! video/x-raw ! queue ! seg_mix.
                      ```
                    </Step>
                  </Steps>
                </Accordion>
              </Accordion>
            </td>
          </tr>

          <tr>
            <td rowSpan={2} style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"center",verticalAlign:"middle",width:"40px"}}>11</td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"left",verticalAlign:"middle",width:"180px"}}><a href="https://aihub.qualcomm.com/iot/models/sinet" target="_blank" style={{color:"#3253DC",fontWeight:600}}>SINet</a></td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",color:"#555",fontSize:"0.82rem",verticalAlign:"middle"}}>Salient instance network for scene understanding.</td>
          </tr>

          <tr>
            <td colSpan={2} style={{border:"1px solid #e2e8f0",padding:"4px",verticalAlign:"top",width:"100%"}}>
              <Accordion title="Steps to Run on QIM SDK">
                <Accordion title="🟢 Float32 — Model Precision">
                  <Steps>
                    <Step title="Download Required Files">
                      | File | Save as |
                      | - | - |
                      | [Model](https://aihub.qualcomm.com/iot/models/sinet) | sinet\_float.tflite |
                      | <a href="../labels/dv3-argmax.json" download="dv3-argmax.json">dv3-argmax.json</a> | dv3-argmax.json |
                      | <a href="https://github.com/qualcomm/sample-apps-for-qualcomm-linux/raw/refs/heads/main/qualcomm-linux/artifacts/videos/demo_samples/">Input video</a> | ai\_demo\_sample.mp4 |

                      <Note>
                        If any downloaded file is a `.zip` archive, extract it on your host machine before copying:
                        `unzip filename.zip`
                      </Note>
                    </Step>

                    <Step title="Copy Files to Device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # ~ resolves automatically to the correct home directory on the device (/root on QLI, /home/ubuntu on Ubuntu).

                        ssh <user>@<device-ip> "mkdir -p ~/Downloads/qimsdk_samples/models ~/Downloads/qimsdk_samples/labels ~/Downloads/qimsdk_samples/media"
                        scp sinet_float.tflite             <user>@<device-ip>:~/Downloads/qimsdk_samples/models/
                        scp dv3-argmax.json                <user>@<device-ip>:~/Downloads/qimsdk_samples/labels/
                        scp ai_demo_sample.mp4             <user>@<device-ip>:~/Downloads/qimsdk_samples/media/
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Connect to device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # Run from your host machine — replace <user> and <device-ip>
                        ssh <user>@<device-ip>
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Set Environment Variables">
                      ```bash Qualcomm Linux theme={null}
                      export MODEL_NAME=sinet_float.tflite
                      export LABELS_NAME=dv3-argmax.json
                      export SRC_VIDEO_NAME=ai_demo_sample.mp4
                      ```
                    </Step>

                    <Step title="Run the Pipeline">
                      ```bash theme={null}
                      gst-launch-1.0 -e --gst-debug=2 \
                      filesrc location=$HOME/Downloads/qimsdk_samples/media/$SRC_VIDEO_NAME ! qtdemux ! h264parse ! \
                      v4l2h264dec capture-io-mode=4 output-io-mode=4 ! video/x-raw,format=NV12 ! queue ! \
                      tee name=t \
                      t. ! queue ! qtivcomposer name=seg_mix sink_1::alpha=0.5 ! queue ! waylandsink fullscreen=true sync=true \
                      t. ! queue ! qtimlvconverter ! queue ! \
                      qtimltflite model=$HOME/Downloads/qimsdk_samples/models/$MODEL_NAME delegate=gpu ! queue ! \
                      qtimlpostprocess module=deeplab-argmax labels=$HOME/Downloads/qimsdk_samples/labels/$LABELS_NAME ! video/x-raw ! queue ! seg_mix.
                      ```
                    </Step>
                  </Steps>
                </Accordion>
              </Accordion>
            </td>
          </tr>

          <tr>
            <td rowSpan={2} style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"center",verticalAlign:"middle",width:"40px"}}>12</td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",textAlign:"left",verticalAlign:"middle",width:"180px"}}><a href="https://aihub.qualcomm.com/iot/models/pspnet" target="_blank" style={{color:"#3253DC",fontWeight:600}}>PSPNet</a></td>
            <td style={{border:"1px solid #e2e8f0",padding:"8px",color:"#555",fontSize:"0.82rem",verticalAlign:"middle"}}>Pyramid pooling module for global scene context aggregation.</td>
          </tr>

          <tr>
            <td colSpan={2} style={{border:"1px solid #e2e8f0",padding:"4px",verticalAlign:"top",width:"100%"}}>
              <Accordion title="Steps to Run on QIM SDK">
                <Accordion title="🟢 W8A8 — Model Precision">
                  <Steps>
                    <Step title="Download Required Files">
                      | File | Save as |
                      | - | - |
                      | [Model](https://aihub.qualcomm.com/iot/models/pspnet) | pspnet\_w8a8.tflite |
                      | <a href="../labels/dv3-argmax.json" download="dv3-argmax.json">dv3-argmax.json</a> | dv3-argmax.json |
                      | <a href="https://github.com/qualcomm/sample-apps-for-qualcomm-linux/raw/refs/heads/main/qualcomm-linux/artifacts/videos/demo_samples/">Input video</a> | ai\_demo\_sample.mp4 |

                      <Note>
                        If any downloaded file is a `.zip` archive, extract it on your host machine before copying:
                        `unzip filename.zip`
                      </Note>
                    </Step>

                    <Step title="Copy Files to Device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # ~ resolves automatically to the correct home directory on the device (/root on QLI, /home/ubuntu on Ubuntu).

                        ssh <user>@<device-ip> "mkdir -p ~/Downloads/qimsdk_samples/models ~/Downloads/qimsdk_samples/labels ~/Downloads/qimsdk_samples/media"
                        scp pspnet_w8a8.tflite                  <user>@<device-ip>:~/Downloads/qimsdk_samples/models/
                        scp dv3-argmax.json                     <user>@<device-ip>:~/Downloads/qimsdk_samples/labels/
                        scp ai_demo_sample.mp4                  <user>@<device-ip>:~/Downloads/qimsdk_samples/media/
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Connect to device">
                      <CodeGroup>
                        ```bash SCP (SSH) theme={null}
                        # Run from your host machine — replace <user> and <device-ip>
                        ssh <user>@<device-ip>
                        ```
                      </CodeGroup>
                    </Step>

                    <Step title="Set Environment Variables">
                      ```bash Qualcomm Linux theme={null}
                      export MODEL_NAME=pspnet_w8a8.tflite
                      export LABELS_NAME=dv3-argmax.json
                      export SRC_VIDEO_NAME=ai_demo_sample.mp4
                      ```
                    </Step>

                    <Step title="Run the Pipeline">
                      ```bash theme={null}
                      gst-launch-1.0 -e --gst-debug=2 \
                      filesrc location=$HOME/Downloads/qimsdk_samples/media/$SRC_VIDEO_NAME ! qtdemux ! h264parse ! \
                      v4l2h264dec capture-io-mode=4 output-io-mode=4 ! video/x-raw,format=NV12 ! queue ! \
                      tee name=t \
                      t. ! queue ! qtivcomposer name=seg_mix sink_1::alpha=0.5 ! queue ! waylandsink fullscreen=true sync=true \
                      t. ! queue ! qtimlvconverter ! queue ! \
                      qtimltflite model=$HOME/Downloads/qimsdk_samples/models/$MODEL_NAME delegate=external external-delegate-path=libQnnTFLiteDelegate.so external-delegate-options="QNNExternalDelegate,backend_type=htp,log_level=(string)1;" ! queue ! \
                      qtimlpostprocess module=deeplab-argmax labels=$HOME/Downloads/qimsdk_samples/labels/$LABELS_NAME ! video/x-raw ! queue ! seg_mix.
                      ```
                    </Step>
                  </Steps>
                </Accordion>
              </Accordion>
            </td>
          </tr>
        </tbody>
      </table>
    </div>
  </Tab>
</Tabs>