The largest increase in water has been on the Tibetan Plateau, while the Aral Sea has been the biggest conversion of water to land.
The team said many coastal areas have also changed significantly.
The research, carried out by the Deltares Research Institute in the Netherlands, is published in the journal Nature Climate Change.
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They were able to monitor changes in the Earth's surface down to a resolution of 30m, which can be seen on the Deltares Aqua Monitor.
The team found that vast areas that were once land are now submerged beneath water, with the largest change occurring in the Tibetan Plateau, where melting glaciers are creating huge new lakes.
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Dr Fedor Baart from Deltares said: "We started to look at areas that had not been mapped before.
"We knew in Myanmar that several dams were being built, but we were able to see how many. And we also looked at North Korea, and we found dams being built there just north of the border from South Korea."
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The biggest transformation was seen in the Aral Sea in Central Asia. What was once one of the largest lakes in the world has now almost completely dried up after engineers diverted rivers to irrigate agriculture.
The researchers said Lake Mead near Las Vegas, which is the largest freshwater supply in the United States, was also losing water, and 222 sq km (85 sq miles) of it was now land.
Coastal areas were also analysed, and to the scientists surprise, coastlines had gained more land - 33,700 sq km (13,000 sq miles) - than they had been lost to water (20,100 sq km or 7,800 sq miles).
"We expected that the coast would start to retreat due to sea level rise, but the most surprising thing is that the coasts are growing all over the world," said Dr Baart.
"We're were able to create more land than sea level rise was taking."
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"China has also reconstructed their whole coast from the Yellow Sea all the way down to Hong Kong," sid Dr Baart.
Some areas, such as the Amazon, saw almost equal amounts of conversion of land to water and vice versa because of the natural movements of the river system.
The team says more work now needs to be done to see what impact these global changes may have.
The lead author Gennadii Donchyts from Deltares said: "This analysis was done to understand the extent of these changes. The next step is to understand their impact on nature."
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