Solved by ooodragon in post #6 
              
              
                OK… I thought horizontal flip was flipping on horizontal axis… hence the name horizontal flip 
should have noticed though, since horizontal flip was used ubiquitously… nobody wants his/her network to learn from upside down images… 
Random horizontal flip is flipping horizontally… (so in my sense, it…