Video Quality Measurement test tool I need to measure streaming video from various different codecs and be able to tell which one is better.

What will be the best metrics to look for? 

Is there a free tool that can help with this.
There are a number of comparison algorithms available beginning with PSNR through SSIM/SSIMPLUS to VMAF. VMAF is implemented as an ffmpeg filter.