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video processing video processing compression and quality research group based in msu graphics media laboratory benchmarks super resolution quality metrics benchmark video colorization benchmark video saliency prediction benchmark leha cvqad video quality metrics benchmark learning based image compression benchmark super resolution for video compression benchmark defenses for image quality metrics benchmark deinterlacer benchmark metrics robustness benchmark video upscalers benchmark video deblurring benchmark video frame interpolation benchmark hdr video reconstruction benchmark no reference video quality metrics benchmark full reference video quality metrics benchmark video alignment and retrieval benchmark mobile video codecs benchmark video super resolution benchmark shot boundary detection benchmark the videomatting project video completion projects msu benchmark collection codecs comparisons optimization vqmt msu datasets collection metrics research video quality measurement tool 3d video filters other projects publications about us contacts msu benchmark collection unbiased comparisons with high quality datasets check our benchmarks to find the best practical method for your task we regularly improve our methodology to make fair comparisons compare your algorithm with others without code disclosure video codecs comparison worldwide leading codecs contest deepest codecs review 5 reports including subjective with 1000 viewers and 7000 charts all industry professionals will know about your codec s success compare your codec with world leaders staying incognito msu vqmt pro a tool for video quality measurement fastest ssim ms ssim vmaf implementations any video image support 300 formats including raw hdr automate video quality measurement with gui or cli vqmt3d a tool for s3d video quality measurement world s largest set of 18 stereo quality metrics over 100 analyzed 3d blu ray movies with 11 reports the largest study of stereoscopic error influence on 300 viewers super resolution quality metrics benchmark discover 50 super resolution quality metrics and choose the most appropriate for your videos jpeg ai image compression visual artifacts dataset a large scale dataset of visual artifacts introduced by learning based image compression methods video colorization benchmark explore the best video colorization algorithms video saliency prediction benchmark explore the best video saliency prediction vsp algorithms leha cvqad video quality metrics benchmark explore newest full and no reference video quality metrics and find the most appropriate for you learning based image compression benchmark the first extensive comparison of learned image compression algorithms super resolution for video compression benchmark learn about the best sr methods for compressed videos and choose the best model to use with your codec psnr and ssim application areas and criticism learn about limits and applicability of the most popular metrics defenses for image quality metrics benchmark explore defenses from adv attacks real world stereo color and sharpness mismatch dataset download new real world video dataset of stereo color and sharpness mismatches deinterlacer benchmark the most comprehensive comparison of deinterlacing methods msu image and video quality metrics analysis description of a project in msu graphics and media laboratory metrics robustness benchmark check your image or video quality metric for robustness to adversarial attacks video upscalers benchmark the most extensive comparison of video super resolution vsr algorithms by subjective quality msu cvqad compressed vqa dataset during our work we have created the database for video quality assessment with subjective scores video deblurring benchmark learn about the best video deblurring methods and choose the best model video frame interpolation benchmark discover the best algorithm to make high quality and smooth slow motion videos hdr video reconstruction benchmark the most comprehensive comparison of hdr video reconstruction methods no reference video quality metrics benchmark explore newest no reference video quality metrics and find the most appropriate for you full reference video quality metrics benchmark explore newest full reference video quality metrics and find the most appropriate for you msu quality measurement tool metrics information metrics information video alignment and retrieval benchmark explore the best algorithms in different video alignment tasks msu 3d video quality analysis report 12 mobile video codecs benchmark discover android devices with the longest video playback time and find the most power efficient video decoder on your android device and previous next msu graphics media lab video group 2019 msu benchmark collection codecs comparisons optimization vqmt msu datasets collection metrics research video quality measurement tool 3d video filters other projects about us benchmarks projects publications contacts