Australia did not "capture" German New Guinea.
The northern half of Papua New Guinea was once known as German
New Guinea after it came under German control in 1884, while the
southern half was known as British New Guinea, later renamed to
Papua in 1904. During WWI, the island was occupied by Australian
troops to defend the British half.
When the Treaty of Versailles was established after World War I,
and many German-occupied lands were removed from German control,
Australia was put in charge of administering German New Guinea. The
British part of the island came to be considered an External
Territory of the Commonwealth of Australia, though it was still
"owned" by Britain. The two territories were, at this stage,
regarded as separate territories, known as 'Papua' and 'New
Guinea'.