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Computer Science > Computer Vision and Pattern Recognition

Title: infinite-id: identity-preserved personalization via id-semantics decoupling paradigm.

Abstract: Drawing on recent advancements in diffusion models for text-to-image generation, identity-preserved personalization has made significant progress in accurately capturing specific identities with just a single reference image. However, existing methods primarily integrate reference images within the text embedding space, leading to a complex entanglement of image and text information, which poses challenges for preserving both identity fidelity and semantic consistency. To tackle this challenge, we propose Infinite-ID, an ID-semantics decoupling paradigm for identity-preserved personalization. Specifically, we introduce identity-enhanced training, incorporating an additional image cross-attention module to capture sufficient ID information while deactivating the original text cross-attention module of the diffusion model. This ensures that the image stream faithfully represents the identity provided by the reference image while mitigating interference from textual input. Additionally, we introduce a feature interaction mechanism that combines a mixed attention module with an AdaIN-mean operation to seamlessly merge the two streams. This mechanism not only enhances the fidelity of identity and semantic consistency but also enables convenient control over the styles of the generated images. Extensive experimental results on both raw photo generation and style image generation demonstrate the superior performance of our proposed method.

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2024 NFL Mock Draft 12.0: Brock Bowers falls to Chiefs as Travis Kelce successor, Cowboys trade up to land top talent With the First Pick: An NFL Draft Podcast from CBS Sports

Ryan Wilson, Rick Spielman and Bryant McFadden link up for the debut of With the First Pick on CBS Sports Network to provide an updated post free agency 2024 NFL Mock Draft featuring all 32 selections in the 1st round! (3:00) Picks 1-4 (13:15) Picks 5-12 (25:00) Picks 13-22 (31:00) Picks 23-32 (39:00) Favorite and least favorite picks Watch With the First Pick on the NFL on CBS YouTube channel: https://www.youtube.com/@NFLonCBS 'With the First Pick' is available for free on the Audacy app as well as on Apple Podcasts, Spotify, and wherever else you listen to podcasts. You can listen to With the First Pick on your smart speakers! Simply say "Alexa, play the latest episode of the With the First Pick podcast" or "Hey Google, play the latest episode of the With the First Pick podcast." Follow the With the First Pick team on Twitter: @nfldraftcbs, @ryanwilsonCBS, @spielman_rick, @E_DeBerardinis Follow With the First Pick on TikTok & Instagram: @nfldraftcbs Produced by: Eric DeBerardinis Read the Pick Six newsletter here: https://www.cbssports.com/newsletters/picksix/ For more NFL Draft coverage from CBS Sports, visit https://www.cbssports.com/nfl/ To hear more from the CBS Sports Podcast Network, visit https://www.cbssports.com/podcasts/ To learn more about listener data and our privacy practices visit: https://www.audacyinc.com/privacy-policy Learn more about your ad choices. Visit https://podcastchoices.com/adchoices

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Escaped Idaho inmate was a 'bright individual' covered in neo-Nazi tattoos

An Idaho inmate who led police on a two-day manhunt was described by a former prosecutor as a “bright individual” who came out of his first prison sentence with neo-Nazi tattoos on his face and body.

“I was actually disappointed that he had fallen into that group, but I wasn’t shocked,” said Stan Holloway, a former prosecuting attorney in Twin Falls, Idaho, who handled two cases involving Skylar Meade, 31. “Prison can change a guy.”

Meade and his alleged accomplice, Nicholas Umphenour, were captured Thursday afternoon in Twin Falls. Meade had escaped early Wednesday after he and Umphenour got into a shootout with police while Meade was being transported to a corrections facility from a medical center, authorities said.

Umphenour, who police said shot two Idaho corrections officers  early Wednesday to break Meade out of custody, had been released in January from the same prison Meade was being taken to before they got away.

Meade and Umphenour had sometimes been housed together at the Idaho Maximum Security Institution in Kuna, about 12 miles south of Boise, and both were members of the Aryan Knights prison gang, officials said Thursday.

Meade was serving a 20-year sentence for firing several shots at law enforcement officers during a high-speed chase while fleeing a traffic stop. He pleaded guilty to aggravated assault, methamphetamine possession, unlawful possession of a firearm by a convicted felon and possession of a shank in jail.

Holloway, who prosecuted Meade in the case, first met him in 2010, when Meade was charged with grand theft and fraud. Meade was sentenced to three to five years in prison, Holloway said. 

At the time, Meade appeared to be “a bright individual” who remained mostly quiet and respectful during court hearings, Holloway said. So when Meade appeared before him again in 2016, he was taken aback by Meade’s white supremacist tattoos. 

“I didn’t think he’d come back with an inkling of violence,” Holloway said. “I just figured he would be in the system for a while.”

Photos released by Boise police show Meade with face tattoos bearing the numbers 1 and 11 — for A and K, the first and 11th letters of the alphabet, representing Aryan Knights — state Correction Department officials told The Associated Press. The letters were also tattooed on his abdomen.

The Aryan Knights formed in the mid-1990s in the Idaho prison system to organize criminal activity for a select group of white people in custody, according to the U.S. attorney’s office for Idaho.

Meade had been held in administrative segregation, a type of solitary confinement, at the Idaho Maximum Security Institution because officials determined he was a severe security risk, authorities said.

Holloway, who identifies as half-Japanese, said that Meade did not appear to be violent or racist when they first met and that he never made racist comments in court. 

“I’ve been called all sorts of things,” he said. “It tells me I’m doing my job if I get under their skin. But I never got any vibes from Skylar that it bothered him.”

Alicia Victoria Lozano is a California-based reporter for NBC News focusing on climate change, wildfires and the changing politics of drug laws.

Police identify 2 homicide victims who could be tied to captured Idaho inmate and his accomplice. Here’s what we know

T wo elderly Idaho men whose deaths authorities say are possibly linked to an Idaho inmate and his accomplice , who allegedly helped him escape police custody on Wednesday, have been identified, Idaho State Police announced Friday.

Idaho State Police on Friday identified the victims believed to be related to Skylar Meade’s escape as 83-year-old James L. Mauney of Juliaetta, Idaho, and 72-year-old Gerald “Don” Henderson of Orofino, Idaho.

Investigators do not believe Mauney knew Meade and his alleged accomplice, Nicholas Umphenour, and say Henderson may have been acquainted with the suspects, but it’s not clear how or for how long, according to a news release from Idaho State Police.

A third suspect, identified by the Twin Falls County Sheriff’s Office as 52-year-old Tonia Huber, was arrested in Filer, Idaho, on Friday on charges related to Meade’s attempt to flee a residence in Flier, according to ISP. Jail records show she was charged with attempting to elude a peace officer and possession of fentanyl.

Meade, Umphenour and Huber appeared in a Twin Falls magistrate court on Friday, according to Ada County prosecutor Scott Bandy. Both Meade and Umphenour are being held on $2 million bail.

Meade is charged with felony escape. Huber is also charged with harboring a fugitive, alluding and possession of a controlled substance. CNN is working to identify Meade’s, Umpenhour’s and Huber’s legal representatives for comment.

Following a 36-hour manhunt, Meade and Umphenour were captured Thursday afternoon in Twin Falls, Idaho, two hours away from where Meade escaped as he was discharged from Saint Alphonsus Regional Medical Center in Boise, authorities said.

The coordinated attack and escape happened early Wednesday morning as Meade was being escorted from the hospital by corrections officers who had taken him there the previous night after he engaged in “self-injurious behavior” at the Idaho Maximum Security Institution, according to Josh Tewalt, director of the Idaho Department of Correction.

The three Idaho corrections officers escorting him were ambushed by a gunman who shot two of them before the inmate and his accomplice fled in a getaway car, police said.

After Meade and Umphenour were captured, police announced Thursday they’re investigating two homicides “potentially tied to the escape” that happened in the last 24 hours in different locations in Nez Perce and Clearwater counties.

Meade’s shackles were found at one of the homicide scenes and the men had possession of the car of one of the victims, according to Lt. Colonel Sheldon Kelley of the Idaho State Police. The county coroner will later be providing details on the men’s identities and how they died, he said.

The two suspects were apprehended “before their path of destruction could get any wider,” Boise Police Chief Ron Winegar said during Thursday’s news conference.

In addition to the two officers allegedly shot by the suspect, officials said a third corrections officer was wounded by gunfire from a responding police officer. Two of the officers were in the hospital in stable condition on Thursday and the third officer was released Wednesday night, Tewalt said.

Here’s what we know about the escape and the investigation so far:

How do the two suspects know each other?

Meade and Umphenour have ties to the White supremacist group Aryan Knights, according to Tewalt. The Aryan Knights is a White supremacist prison gang based primarily in Idaho, according to the Anti-Defamation League. It’s “one of multiple security threat groups” the Idaho Department of Correction monitors, Tewalt said.

In addition to the White supremacist group ties, Meade and Umphenour had common acquaintances in custody and in the community, according to Tewalt. The men also shared a housing unit at some point at the corrections facility between December 29, 2020, until Umphenour’s release on January 17, 2024, Tewalt said.

Meade was sentenced in October 2016 for aggravated battery on a law enforcement officer with a firearm. He has many prior convictions, Winegar said, and is a documented gang member. He was due to be released in 2036.

Meade has the numbers “1” and “11” tattooed on his face, a reference to the group, Winegar noted.

More information on Umphenour’s criminal history and his time in prison will be provided in the coming days, authorities said at Thursday’s news conference.

Umphenour is now accused of aggravated battery against law enforcement and aiding and abetting an escape, according to a police news release Wednesday.

“Their gang involvement doesn’t necessarily indicate that this was some sort of gang sanctioned event,” Tewalt said at the news conference.

Police are looking for more information about the escape

Law enforcement said they would investigate exactly how the breakout occurred while the inmate was in custody.

“This was a planned event and we’re channeling every resource we have and trying to understand exactly how they went about planning it,” Tewalt said.

Prior to the escape, two corrections staff members rode with Meade in the ambulance on the way to the hospital and a chase vehicle followed, Tewalt said. In a high-risk situation like Meade’s hospital visit, Tewalt said, an inmate is typically flanked by two unarmed staff members, with an armed staff member following to keep watch. Meade was in restraints while being escorted out of the hospital, Tewalt said.

Corrections officers were preparing to take Meade back to the Idaho Maximum Security Institution – about 11 miles away – when the shooter fired at the officers shortly after 2 a.m. Wednesday, striking two of them, Winegar said. Then, Meade and Umphenour fled the scene in a getaway car just before police arrived, authorities said.

The third corrections officer was wounded by gunfire from a responding police officer, who believed the shooter was inside the emergency department and saw an armed individual near the door, officials said.

Authorities said the responding police officers on Wednesday initially believed it was an active shooter event at the hospital and rushed in to ensure the safety of those in the building. The hospital locked down for a period of time and later resumed operations, police said.

“This brazen, violent, and apparently coordinated attack on Idaho Department of Corrections personnel, to facilitate an escape of a dangerous inmate, was carried out right in front of the Emergency Department, where people come for medical help, often in the direst circumstances,” Winegar said in a news release after the shooting. “I am grateful this harrowing incident did not result in loss of life, and we are monitoring the wounded IDOC officers with great hope for a full and speedy recovery of all involved.”

Law enforcement agencies across Idaho started investigating and searching for the escaped inmate and shooting suspect Wednesday morning, a police news release said.

“This investigation has grown immensely over the last 24 to 36 hours and has involved a number of different entities and crimes across the state of Idaho,” Winegar said during Thursday’s news conference.

After Meade and Umphenour fled Boise on Wednesday, detectives believe the men drove north through Idaho and encountered Mauney as he walked his dogs near Juliaetta, Idaho, Idaho State Police said in a news release.

On Wednesday near Leland, Idaho, law enforcement officers found the abandoned Honda Civic used in the escape and Mauney’s body nearby, according to Idaho State Police.

That day, state police and the Clearwater County Sheriff’s Office began investigating Henderson’s death at his home in a secluded area outside Orofino, Idaho, authorities said.

Police found Mauney’s unharmed dogs and a pair of shackles believed to be left behind by Meade at Henderson’s home, according to the release.

A Twin Falls County prosecutor on Friday said Huber, whose bail was set at $500,000, was “driving 100 mph through neighborhoods in Twin Falls in an attempt to further the escape of these two men who were wanted on violent felony charges.”

Law enforcement said the capture was successful thanks to “hundreds of tips from the public,” the Thursday news release said.

Idaho State Police say they will continue to investigate the homicides and provide updates on those investigations and suspects while Boise police probe the inmate escape and the Ada County Sheriff’s Office investigates the officer involved shooting, the release said.

Officers were following policies when they were ambushed, official says

Less than 1% of incarcerated people escape every year, said Jeff Mellow, a professor at the John Jay College of Criminal Justice.

Given how difficult it is for individuals to escape from prison, Mellow suspects somebody leaked that Meade was going to visit the hospital. Even with extensive security measures, corrections officers have to practice extreme vigilance at all times, Mellow added.

Due to his history, Meade had more security at the hospital than their usual protocol, Tewalt said.

“From our initial review of events, facility leadership in authorizing that transport and augmenting resources, as well as the conduct and performance of our staff and the execution of that transport, were wholly in line with our policies and practices,” Tewalt said.

“We feel really comfortable at this point in saying that our policies were followed…they did in fact go above and beyond,” Tewalt said.

However, Tewalt said his office will be reviewing whether staff adhered to policies and practices and “whether our policies and practices were sufficient enough to put our staff in a position to maintain their safety and security.”

CNN’s Sarah Engel, Lauren Mascarenhas, Sarah Moon, Cheri Mossburg and Taylor Romine contributed to this report.

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DoD Names Sharothi Pikar its First Deputy CDAO, Acquisitions

The Department of Defense’s Joint Artificial Intelligence Center (JAIC) announced that Sharothi Pikar will be joining the Chief Digital and Artificial Intelligence Office (CDAO) as its first deputy chief digital and artificial intelligence officer (CDAO), acquisitions.

The Office of the CDAO serves as the successor organization to the JAIC. As deputy CDAO, acquisitions, Pikar will lead the development, procurement, and acquisition of capabilities with the DoD’s academic and industry partners.

“Sharothi is perfect for the role, bringing her knowledge and expertise in acquiring new technologies for the department and coming into a team already working innovative and exciting contract vehicles here at CDAO,” said John Sherman, DoD chief information officer and acting CDAO. “Her hire along with the rest of our leadership really highlights the importance of CDAO. We are recruiting top level talent from all over. They know our mission is the future!”

Pikar will join the CDAO team after serving as the command acquisition executive and director of J9 (cyber acquisition and technology) at the DoD’s U.S. Cyber Command (USCYBERCOM), according to her LinkedIn .

Pikar has served in a number of roles at the DoD, including associate director for cyber strategies at OUSD(R&E), Office of the Secretary of Defense; acting assistant director of cyber at OUSD(R&E), Office of the Secretary of Defense; and senior advisor of cyber capabilities; just to name a few.

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