Ira kemelmacher in pursuing the beauty of computer science. Software testing and program analysis, in particular efficient mutation testing. He is perhaps best known outside academia as an advocate of software usability and software testing. Go to project page for additional details and results. Most staff are working remotely and available via email. Machine learning algorithm copies your likeness and. New photo software can morph faces like michael jacksons. Trained on many hours of his weekly address footage, a recurrent neural network learns the mapping from raw audio features to. Level playing field for million scale face recognition aaron nech ira kemelmacher shlizerman paul g. We present a method that gets as input an audio of violin or piano playing, and outputs a video of skeleton predictions which are further used to animate an avatar. Suppose you run the network and the output is not very good. Several of us have been trying to write a third edition of testing computer software for over. How well do facial recognition algorithms cope with a million.
The reason this new software is so accurate is that its based on 40,000 images of random people of all ages grabbed from the internet. Tiling slideshow is a brave new photo displaying method to arrange photos in a tilelike manner, coordinating with the pace of background music. Imaging software predicts how you look with different hair styles, colors, appearances. Ira kemelmachershlizerman, 33, is an assistant uw professor who helped. Kemelmacher shlizerman is a scientist and entrepreneur.
Models, code, and papers for ira kemelmacher shlizerman. Jun 23, 2016 how well do facial recognition algorithms cope with a million strangers. Seitz developed the software with ira kemelmachershlizerman, an assistant professor of computer science and engineering at the university. Kemelmacher shlizerman says there will be real uses for the software, such as in helping find longmissing children whove now become adults. Jun 10, 2016 the class culminated in a sort of open demo day at the uw campus, where students could show off their work to the general public and serious players like microsoft researchs cvp peter lee it. Juncheng chen, weita chu, jinhau kuo, chungyi weng, jaling wu acm multimedia 2006 best paper award.
In 2015, two of the schools computer science professors ira kemelmacher shlizerman and steve seitz and their graduate students used the flickr data to create megaface. Ira kemelmachershlizerman of the university of washingtons paul g. Kemelmachershlizerman is one of the brains behind a series of highprofile research projects that combine facial recognition, modeling and 3d reconstruction including a new technique to create photorealistic videos of people from audio files, as demonstrated by a lipsyncing obama. How ai software could monitor realtime camera feeds to. The software relies on a database of thousands of faces, grouped by gender and age. Different lightning conditions or busy environments could mask the tiny movements. While casia is a great resource, it contains only 10k individuals, and does not have an associated benchmark i. Professor ira kemelmachershlizerman is the director of the university of washingtons reality lab, which is an academic research center focused on xr technology and backed by major tech players such as. Washington universitys test finds face recognition.
Seattle university of washington researchers have developed a computer program that is both amazing and scary. Oct 11, 2019 in 2015, two of the schools computer science professors ira kemelmachershlizerman and steve seitz and their graduate students used the flickr data to create megaface. Jun 23, 2016 we need to test facial recognition on a planetary scale to enable practical applications testing on a larger scale lets you discover the flaws and successes of recognition algorithms, said ira kemelmachershlizerman, a uw assistant professor of computer science and the projects principal investigator. Astonishing age progression software may be important tool. Software testing cem kaner pdf software testing is partly intuitive but largely systematic.
Google, facebook and futurewei the united states research arm of chinas huawei technologies. Kemelmachershlizerman is a scientist and entrepreneur. Or the people who are pioneering new ways to represent. Kemelmacher shlizerman contacted the center for missing and exploited children and was told her software s ability to utilize even a single toddler. Containing more than four million photos of some 672,000 people, it held deep promise for testing and perfecting facerecognition algorithms. It allows ira kemelmacher shlizerman and her team at the uw paul allen computer science center to use a childs simple photo and show what he or she would look like through the years to 80 and older. He defines et as a style of software testing that emphasizes the personal freedom and responsibility of the individual tester to continually optimize the. Machine learning algorithm copies your likeness and creates a 3d puppet solely from internet photos electronic products. Vr capstone class university of washington youtube.
Software testing and program analysis, in particular efficient mutation testing, partial test oracles, and security testing. The best thing about testing computer software is its practical pointbypoint guide to everyday software testing, from creating a test plan, to writing effective bug reports, to working with programming staff and management to fix bugs. How photos of your kids are powering surveillance technology. We need to test facial recognition on a planetary scale to enable practical applications testing on a larger scale lets you discover the flaws and successes of recognition algorithms, said ira kemelmacher shlizerman, a uw assistant professor of computer science and the projects principal investigator. The ones marked may be different from the article in the profile. Kemelmacher shlizerman and her team previously created automated age progression software that focused just on the persons face, but this new ai can add varied hairstyles and other contextual. But for everyone else, this tech could be a serious nightmare. New tools turn audio clips into realistic video sciencedaily. Black box testing and fixing after coding is finished the testing group beats on the code. Im really interested in trying to find some representation of everyone in the world by leveraging the massive amounts of captured face photos, kemelmachershlizerman said. Jul 21, 2016 kemelmachershlizerman and her team previously developed automated age progression software that focused only on a persons face. Imaging software predicts how you look with different hair styles, colors, appearances jennifer langston.
The allen school has moved the majority of operations online for spring quarter, including all classes and academic advising. Machine learning, science and technology, virtual reality. Which ai software is the best at facial recognition. Professor ira kemelmacher shlizerman is the director of the university of washingtons reality lab, which is an academic research center focused on xr technology and backed by major tech players such as. Kemelmacher shlizerman is one of the brains behind a series of highprofile research projects that combine.
Why should we want to know what unpleasantness faces us. Imaging software predicts how you look with different hair. Coding and documentation good practices interleave documentation and testing with coding document the function as you write it, or once you finish it test the function as you build it. The new system adds varied hairstyle options and other contextual elements. But the obvious next step for his proofofprinciple algorithm, said kemelmacher shlizerman, will be demonstrating that it works out in the real world. Researchers led by assistant professor ira kemelmacher shlizerman say that theyve managed to create a computer algorithm that can actually do a much better job than its human counterpart. Last summer, kemelmacher shlizerman was part of a team of uw researchers who created a machinelearning algorithm that can convert 2d youtube clips into 3d reconstructions. In this video, uw cse professor ira kemelmachershlizerman talks about illuminationaware age progression software, which automatically. Today show hosts test groundbreaking new software that predicts how we will age. Ira kemelmacher shlizerman, a postdoctoral student at the university of washington, helped create a.
This cited by count includes citations to the following articles in scholar. Driven by computer vision and deep learning techniques, a new wave of imaging attacks has recently emerged which allows anyone to easily create highly realistic fake videos. Age progression software is so good people cant tell the. Jun 24, 2016 a new study into how various facial recognition software performs has found that actual effectiveness plummets as test sample sizes grow. In 2004 he cofounded the nonprofit association for software testing. The software system analyzes the input photo and searches. Experienced through an augmented reality headset like the microsoft hololens or the htc vive pro, the system places a virtual representation of the match on any realworld flat surface. Professor shlizermans company dreambit acquired by facebook. Jul 21, 2016 developer ira kemelmachershlizerman, uw assistant professor of computer science and engineering, and her team previously developed automated age progression software that focused only on a persons face.
Iras interests are in the intersection of computer vision, computer graphics, and learning. The idea was to test the machines on a database that included up to 1 million different images of nearly 700,000. Level playing field for million scale face recognition. Ira kemelmacher shlizerman, university of washington. Ira kemelmacher shlizerman of the university of washingtons paul g. Dreambit aging imaging software developed by university of flickr. I kemelmacher shlizerman, sm seitz, d miller, e brossard. Developer ira kemelmacher shlizerman, uw assistant professor of computer science and engineering, and her team previously developed automated age progression software that focused only on a person. Her research is in the intersection of computer vision, computer graphics, and ai. Make a photobio video from your digital pics using facial recognition software. Uw researchers develop realistic, lipsynced video software. It will also create a csv to be used by the training dataloader. Key trends and takeaways from rework deep learning summit.
Kemelmacher shlizerman and her team previously developed automated age progression software that focused only on a persons face. Students demonstrate their hololens apps after a quarter of. Ira kemelmachershlizerman the lead investigator on megaface told the daily mail, we need to test facial recognition on a planetary scale to enable practical applications. Any opinions, findings and conclusions or recommendations expressed in this material are those of the authors. This chapter introduces this book by illustrating how an experienced tester could. How well do facial recognition algorithms cope with a million strangers. The world is your green screen, author soumyadip sengupta and vivek jayaram and brian curless and steve seitz and ira kemelmacher shlizerman, booktitlecomputer vision and pattern regognition cvpr, year2020. When we go to the hair stylist, we can browse magazines with pictures of models and point to a photo wed like to try.
New videoanalysis software sees heartbeats inside science. Today show hosts test groundbreaking new software that. That said, this books early frame of reference shows how far weve come. Hi, im chungyi, a phd student from grail, cse, uw, working with prof. The text contains numerous highlights offering practical advice, authoritative figures you can cite to customers and higher management, and entertaining anecdotes to share with coworkers although some sections need updating, i still think it is a valuable training and reference source for software testers, managers, and developers. Ira kemelmacher shlizerman is a computer scientist and entrepreneur. New photo software can morph faces like michael jacksons black or white video. Their combined citations are counted only for the first article. Jun 28, 20 new videoanalysis software sees heartbeats. How to create 3danimated characters and people from a. Uw engineering and computer science assistant professor ira kemelmachershlizerman. Software predicts what your children will look like as adults.
So would testing it on people with health problems. New software can automatically show how a child will look as he or. Dreambit adds varied hairstyle options and other contextual. Apr 11, 2014 up next for the research team is advancing the softwares wrinkling and hair whitening capabilities, not to mention including other ethnicities. Jul 11, 2017 new tools turn audio clips into realistic video date. What happens if you lose your phone in a train station in amsterdam and someone tries to steal it. A new study into how various facial recognition software performs has found that actual effectiveness plummets as test sample sizes grow.
Ira kemelmacher shlizerman, steve seitz vrar capstone at. While many of todays emerging technologies hold a great deal of promise, left unchecked many of them should scare us just as much as, if not more than, they excite us. How well do facial recognition algorithms cope with a. The ultimate facialrecognition algorithm the atlantic. For example, my students and i are studying high volume test automation in spring 20, and we are in early stages of designing a web usability testing course. Seitz, ira kemelmacher shlizerman given audio of president barack obama, we synthesize a high quality video of him speaking with accurate lip sync, composited into a target video clip. Developed by ira kemelmachershlizerman, uw assistant professor of computer science and engineering, dreambit lets us try on a new look. Developer ira kemelmachershlizerman, uw assistant professor of computer science and engineering, and her team previously developed. The ongoing revolution in software testing cem kaner, j.
Make a photobio video from your digital pics using. Kemelmachershlizerman says there will be real uses for the software, such as in helping find longmissing children whove now become adults. Curless and steve seitz and ira kemelmacher shlizerman. Imaging software predicts how you look with different. Prior to uw, i was technical lead in magic technology team of cyberlink, working on computational photography, computer vision and machine learning. Audio to body dynamics dec 19, 2017 eli shlizerman, lucio m. Kemelmacher shlizerman is going to present the work in. Recent research from koltuns lab 3 indicates that the answer is yes. The whole radiolab episode is worth a listen its embedded below, but imagine, if you will, a future in which fake news isnt just. It makes it clear that being old is not a pleasant thing. Jun 24, 2016 what happens if you lose your phone in a train station in amsterdam and someone tries to steal it. Aug 29, 2011 new photo software can morph faces like michael jacksons black or white video.
The largest public data set is casiawebface 35 that includes 500k photos of 10k celebrities, crawled from the web. Kemelmacher shlizerman has sold a faceswapping image company to facebook and advanced deepfake technology by converting audio clips of barack obama into a realistic. Ira kemelmacher shlizerman the lead investigator on megaface told the daily mail, we need to test facial recognition on a planetary scale to enable practical applications. Software predicts what your children will look like as. Whats also useful about the gan is that you can train the generator on your own images to improve results at test time. Uw medicine begins coronavirus testing for all patients admitted to its hospitals. Helen of troy may have had the face that launched a thousand ships, but even the best facial recognition algorithms might have had trouble finding her in a crowd of a million strangers. Prior to his professorship, kaner worked in the software industry beginning in 1983 in. Face aging software can show your childs future ieee spectrum.
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