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Data · dataset · 2025

Dataset and model for the paper "Tackling Small Lunar Impact Crater Classification: A Novel Augmented Dataset and Enhanced Deep Learning Framework"

Listed in ScienceDB

This study proposes a classification framework based on an optimised YOLOv7 model, specifically designed for multi-type small crater identification.

Description

We developed the Small Crater Augmented Dataset (SCAD), employing advanced data augmentation strategies to address class imbalance, notably enhancing representation of rare morphologies (flat-bottomed craters, central mounds, and concentric craters). The model integrates focus loss to mitigate class imbalance and adopts efficient intersection-over-union ratio optimisation to enhance boundary detection accuracy.

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Where it is published

Catalogue records · 1

Topics

Inferred from text
Machine learning 72%
Provenance · 1 source records, 12 field assertions
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ScienceDB10.57760/sciencedb.space.0339310 d agoJSON v1
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