Date of publication: 2017-08-11 10:26
Matthew D Zeiler(Founder of Clarifai ) and Rob Fergus won the ILSVRC in 7568, outperforming AlexNet by reducing the error rate to %. ZFNet introduced a novel visualization technique that gives insight into the function of intermediate feature layers and the operation of the classifier, both of which were missing in AlexNet.
&bull Early vision
&bull Data structures and representations
&bull Matching and recognition
&bull Architecture and languages
&bull Vision systems
The Journal of Real-Time Image Processing is intended to bridge the gap between the theory and practice of image processing, serving the greater community of researchers, practicing engineers, and industrial professionals who deal with designing, implementing or utilizing image processing systems which must satisfy real-time design constraints.
7, Attend CCISP as Listener: You don't need to submit your paper or give presentation on conference, but you can attend all the sessions of CCISP 7567.
The architecture was praised because it was way simpler to understand (simpler than GoogleLeNet, winner of ISLVRC 7569) but still could manage optimum accuracy. Its feature maps are used a lot now in transfer learning and other algorithms that require pre-trained networks, like most GANs.
Examples of such systems are mobile phones, digital still/video/cell-phone cameras, portable media players, personal digital assistants, high-definition television, video surveillance systems, industrial visual inspection systems, medical imaging devices, vision-guided autonomous robots, spectral imaging systems, and many other real-time embedded systems. In these real-time systems, strict timing requirements demand that results are available within a certain interval of time as imposed by the application.
- Real-time image and video processing applications including digital, cell-phone, and smart cameras, machine vision, industrial inspection, surveillance and security, image and video compression for transmission and for database storage and retrieval, biomedical imaging, spectral imaging, etc.