In the weeks leading up to the murder of four members of Eric Hanson's family, prosecutors allege his conflict with them about money spiraled out of control. They said the Naperville man was banned from his sister's home and their mother complained of needing a loan to pay back his alleged $90,000 debt. Rapid changes in the physical security market this year have largely overshadowed one arena where change has slowed down in 2017 – mergers and acquisitions (M&A). In 2017, we wrote about M&A news involving companies such as HID Global, Eagle Eye Networks, ADT, and Honeywell. Although there were no “mega-mergers” as in years past (such as Axis-Canon and Johnson Controls-Tyco, M&A activity still made headlines last year on SourceSecurity.com. These solutions have been tried, tested and proven to help reduce search time from hours to minutes and even seconds. Automated lip reading software. To cover up the financial crimes, Hanson is accused of fatally beating his sister, Kate, and her husband, Jimmy Tsao, and shooting his parents, Terrance and Mary Hanson, with whom he lived. Hanson, 31, denies involvement in the quadruple homicide, which was discovered Sept. 29, 2005, in the Tsaos' home in Aurora's White Eagle neighborhood. After more than two years of pretrial court wrangling, a panel of about 100 potential jurors will convene this morning in DuPage County to fill out a questionnaire as lawyers begin the arduous process of jury selection. Circuit Judge Robert Anderson ruled Hanson's other sister, Jennifer Williams, can testify that Kate complained Eric threatened to kill her if she told their dad about the forgeries and credit card fraud. Three weeks later, 31-year-old Kate and her husband, Jimmy Tsao, 34, were found beaten to death in their home. The bodies of her parents, Terrance, 57, and Mary Hanson, 55, also were discovered there. The parents were shot in the head and both had on their bedclothes. Police theorize their killer shot the elder couple in their bed on Rock Spring Court in Naperville and then took the bodies to their daughter's home. Investigators found blood on the Hansons' mattress and a bullet lodged in their headboard. ![]() ![]() The mattress had been flipped over and moved into a guest room. Someone tried to hide the damage to the headboard with wood putty. The vacuum contained wood chips. From the onset, Jennifer Williams identified her brother as a suspect. A state trooper stopped Eric Hanson's Chevrolet Trailblazer near Portage, Wis., about noon the next day, Sept. 30, 2005, after he returned from a 24-hour trip to visit a girlfriend in Los Angeles. Prosecutors argue they have the financial motive and key physical evidence implicating Hanson. They said police found a glove that had traces of the slain father's blood as well as Jimmy Tsao's Rolex and Kate's diamond ring in the SUV. But the prosecution will have to sell its theory to a jury without the murder weapons, eyewitnesses or a confession from Hanson.
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This produces a success rate of 80 percent with a single speaker, and 60 percent with two different speakers. An element of language modelling is also used to train the computer to recognise the context of words spoken. Challenges of lip reading CCTV “Lip-reading is one of the most challenging problems in artificial intelligence, so it’s great to make progress on one of the trickier aspects, which is how to train machines to recognise the appearance and shape of human lips,” says Harvey. “CCTV is still a challenge – there’s lots of stuff working against you. For example, on most CCTV footage the lips are quite small and frame rates are low. But an easier application could be, for example, to enhance messages sent over radio by a security guard.” Of course, most CCTV systems do not include audio, in part due to privacy and data protection laws, which tend to limit the use of audio except in specific circumstances. The research was part of a three-year project and was supported by the Engineering and Physical Sciences Research Council. The research paper, Decoding Visemes: Improving Machine Lip-Reading, was presented at the IEEE International Conference on Acoustics, Speech and Signal Processing in Shanghai last month. SourceSecurity.com’s most trafficked articles in 2017 reflected changing trends in the market, from facial detection to drones, from deep learning to body worn cameras. Again in 2017, the most well-trafficked articles posted at SourceSecurity.com tended to be those that addressed timely and important issues in the security marketplace. In the world of digital publishing, it’s easy to know what content resonates with the market: Our readers tell us with their actions; i.e., where they click. Let’s look back at the Top 10 articles posted at SourceSecurity.com in 2017 that generated the most page views. They are listed in order here with the author’s name and a brief excerpt. MOBOTIX is increasingly positioning itself as a specialist in high-quality IP surveillance software 1. MOBOTIX Aims High with Cybersecurity and Customer-Focused Solutions [Jeannie Corfield] With a new CEO and Konica Minolta on board, MOBOTIX is set for expansion on a global scale. But how much growth can we expect for a company like MOBOTIX in an increasingly commoditised surveillance market, where many of the larger players compete on price as a key differentiator? While MOBOTIX respects those players, the German manufacturer wants to tell a different story. Rather than competing as a camera hardware manufacturer, MOBOTIX is increasingly positioning itself as a specialist in high-quality IP surveillance software – camera units are just one part of an intelligent system. 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