| Issue | Likely Cause | Solution | | :--- | :--- | :--- | | | Upsampling Layer conflict | Switch to bilinear interpolation followed by a Conv layer, or use ConvTranspose2d with kernel=4, stride=2. | | Blurry Boundaries | Excessive Dice Loss weight | Reduce Dice weight relative to BCE Loss; introduce Boundary Loss. | | Out of Memory (OOM) | High Resolution + PSA | Reduce batch size; use Gradient Checkpointing (trading compute for memory). | | Slow Convergence | Learning Rate too low | Use a warm-up scheduler for the first 5-10 epochs before settling into the main scheduler. |

On the dataset (satellite + ground-level pairs with GPS):

: Using u-center software , Leo meticulously configured the receiver as a rover with a high update rate, allowing it to refresh its position every tenth of a second.

: Determine your internet requirements. Do you need it for basic browsing, streaming, online gaming, or heavy data usage? Knowing your needs will help you decide on the right plan and equipment.

Raw UDP broadcast of NMEA on a congested LAN, and never run without reuseaddr flag.

To get the most out of your setup, refine the following operational settings:

GPS antennas attract static electricity and lightning.

Alternative: If gpsuinet is a binary, run: gpsuinet -i track.nmea -o tcp://0.0.0.0:5000

Gpsuinet Setup Best [top] -

| Issue | Likely Cause | Solution | | :--- | :--- | :--- | | | Upsampling Layer conflict | Switch to bilinear interpolation followed by a Conv layer, or use ConvTranspose2d with kernel=4, stride=2. | | Blurry Boundaries | Excessive Dice Loss weight | Reduce Dice weight relative to BCE Loss; introduce Boundary Loss. | | Out of Memory (OOM) | High Resolution + PSA | Reduce batch size; use Gradient Checkpointing (trading compute for memory). | | Slow Convergence | Learning Rate too low | Use a warm-up scheduler for the first 5-10 epochs before settling into the main scheduler. |

On the dataset (satellite + ground-level pairs with GPS):

: Using u-center software , Leo meticulously configured the receiver as a rover with a high update rate, allowing it to refresh its position every tenth of a second. gpsuinet setup best

: Determine your internet requirements. Do you need it for basic browsing, streaming, online gaming, or heavy data usage? Knowing your needs will help you decide on the right plan and equipment.

Raw UDP broadcast of NMEA on a congested LAN, and never run without reuseaddr flag. | Issue | Likely Cause | Solution |

To get the most out of your setup, refine the following operational settings:

GPS antennas attract static electricity and lightning. | | Slow Convergence | Learning Rate too

Alternative: If gpsuinet is a binary, run: gpsuinet -i track.nmea -o tcp://0.0.0.0:5000