Types & classes — github.com/AI4Forest/Global-Canopy-Height-Map

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Types & classes14 in github.com/AI4Forest/Global-Canopy-Height-Map

⨍ Functions 61 ◇ Types & classes 14

↓ 4 callersClassPreprocessedSatelliteDataset

Dataset class for preprocessed satellite imagery.

training/config.py:60

↓ 3 callersClassShiftLoss

Class for the L1 loss function with shifted GEDI labels up to 10 meters in each direction.

training/losses/shift_loss.py:6

↓ 1 callersClassFixValDataset

Dataset class to load the fixval dataset.

training/config.py:34

↓ 1 callersClassHuberLoss

Huber Loss (Smooth L1 Loss)

training/losses/huber_loss.py:4

↓ 1 callersClassJointRandomRotationTransform

training/utilities.py:30

↓ 1 callersClassL1Loss

Mean Absolute error

training/losses/l1_loss.py:5

↓ 1 callersClassL2Loss

Mean Squared error

training/losses/l2_loss.py:5

↓ 1 callersClassRunner

Base class for all runners, defines the general functions

training/runner.py:29

↓ 1 callersClassSequentialSchedulers

Repairs SequentialLR to properly use the last learning rate of the previous scheduler when reaching milestones

training/utilities.py:41

↓ 1 callersClassShiftHuberLoss

Implements the Huber version of the shifted loss

training/losses/shift_huber_loss.py:6

↓ 1 callersClassShiftL1Loss

Implements the L1 version of the shifted loss

training/losses/shift_l1_loss.py:6

↓ 1 callersClassShiftL2Loss

Implements the L2 version of the shifted loss

training/losses/shift_l2_loss.py:6

ClassGeneralUtility

General helper functions

training/utilities.py:8

ClassMetricsClass

training/metrics.py:4