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I had this same problem (jpeg and lat/long boundbox info) but couldn't directly use gdal.Translate within Python. I was successful after converting the image to GTiff using gdal_translate (command line) gdal_translate -of GTiff in.jpeg tif_out.tif Then running gdal.Translate (within Python) on the converted tif file worked!

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