🚀 Feature: Add SpeciesNet classification model implementation#626
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letho1608 wants to merge 2 commits intomicrosoft:mainfrom
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🚀 Feature: Add SpeciesNet classification model implementation#626letho1608 wants to merge 2 commits intomicrosoft:mainfrom
letho1608 wants to merge 2 commits intomicrosoft:mainfrom
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Introduce a new SpeciesNet model that follows the same interface as the other classification models in the library. The model will be a thin PyTorch wrapper around a ResNet‑50 backbone (using timm) with a custom classification head that matches the expected number of classes. The implementation inherits from the existing `BaseClassifier` so it can be used interchangeably with the other models (e.g., Amazon, Serengeti) throughout the Pytorch‑Wildlife code‑base. Affected files: speciesnet.py, __init__.py Signed-off-by: Le Quang Tho <92069270+letho1608@users.noreply.github.com>
Introduce a new SpeciesNet model that follows the same interface as the other classification models in the library. The model will be a thin PyTorch wrapper around a ResNet‑50 backbone (using timm) with a custom classification head that matches the expected number of classes. The implementation inherits from the existing `BaseClassifier` so it can be used interchangeably with the other models (e.g., Amazon, Serengeti) throughout the Pytorch‑Wildlife code‑base. Affected files: speciesnet.py, __init__.py Signed-off-by: Le Quang Tho <92069270+letho1608@users.noreply.github.com>
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Problem
Introduce a new SpeciesNet model that follows the same interface as the other classification models in the library. The model will be a thin PyTorch wrapper around a ResNet‑50 backbone (using timm) with a custom classification head that matches the expected number of classes. The implementation inherits from the existing
BaseClassifierso it can be used interchangeably with the other models (e.g., Amazon, Serengeti) throughout the Pytorch‑Wildlife code‑base.Severity:
mediumFile:
PytorchWildlife/models/classification/speciesnet.pySolution
Implemented the necessary changes to address the identified issue in
PytorchWildlife/models/classification/speciesnet.py.Changes
PytorchWildlife/models/classification/speciesnet.py(new)PytorchWildlife/models/classification/__init__.py(modified)Testing
Closes #597