03145nam 2200625z- 450 991055772130332120231214133454.0(CKB)5400000000046111(oapen)https://directory.doabooks.org/handle/20.500.12854/69112(EXLCZ)99540000000004611120202105d2020 |y 0engurmn|---annantxtrdacontentcrdamediacrrdacarrierDeep Learning for Facial InformaticsBasel, SwitzerlandMDPI - Multidisciplinary Digital Publishing Institute20201 electronic resource (102 p.)3-03936-964-4 3-03936-965-2 Deep learning has been revolutionizing many fields in computer vision, and facial informatics is one of the major fields. Novel approaches and performance breakthroughs are often reported on existing benchmarks. As the performances on existing benchmarks are close to saturation, larger and more challenging databases are being made and considered as new benchmarks, further pushing the advancement of the technologies. Considering face recognition, for example, the VGG-Face2 and Dual-Agent GAN report nearly perfect and better-than-human performances on the IARPA Janus Benchmark A (IJB-A) benchmark. More challenging benchmarks, e.g., the IARPA Janus Benchmark A (IJB-C), QMUL-SurvFace and MegaFace, are accepted as new standards for evaluating the performance of a new approach. Such an evolution is also seen in other branches of face informatics. In this Special Issue, we have selected the papers that report the latest progresses made in the following topics: 1. Face liveness detection 2. Emotion classification 3. Facial age estimation 4. Facial landmark detection We are hoping that this Special Issue will be beneficial to all fields of facial informatics.History of engineering & technologybicsscdeep learningRGBdepthfacial landmarkingmerging networks3D geometry data2D attribute mapsfused CNN featurecoarse-to-fineconvolutional neural network (CNN)deep metric learningmulti-task learningimage classificationage estimationgenerative adversarial networkemotion classificationfacial key point detectionfacial images processingconvolutional neural networksface liveness detectionconvolutional neural networkthermal imageexternal knowledgeHistory of engineering & technologyHsu Gee-Sern Jisonedt1311357Timofte RaduedtHsu Gee-Sern JisonothTimofte RaduothBOOK9910557721303321Deep Learning for Facial Informatics3030285UNINA