There is the Berkeley Earth Surface Temperature project, founded in 2010. They brought physicists from outside climate science to do a clean reanalysis of temperature data.
I think they really kept open the possibility that NASA, NOAA and the UK Met Office had all processed and interpreted the temperature data wrong. After their reanalysis, their result was the same as other work before them.