Seeing Beyond Pixels: Improving Medical Image Segmentation with Frequency Data
![Phi-SegNet employs bi-feature mask formers and attention-guided skip connections to integrate encoder features, then refines segmentation through phase supervision and reverse Fourier attention [latex] \mathcal{R}\mathcal{F} [/latex] modules-a spectral filtering approach designed to sharpen boundary localization despite the inevitable complexities of production deployment.](https://arxiv.org/html/2601.16064v1/Figures/total_architecture.jpg)
A new deep learning framework, Phi-SegNet, boosts the accuracy of medical image analysis by incorporating often-overlooked phase information from the frequency domain.
I Want Your Sex Gives Olivia Wilde Her Best Role Yet
Wilde delivers even shocking lines with a casual indifference. For example, she might say, “Okay, I’ll sleep with you, but you need to bring someone else for me too,” or casually hand off a partner with instructions like, “Have fun with her, but don’t let her go all the way – she’s not that close to me.” Erika is a larger-than-life character who embodies Araki’s tendency to push boundaries and challenge norms. She criticizes the lack of openness around sex in younger generations, disregards workplace etiquette, and makes statements like, “Sex is everything, and also nothing,” which initially sounds contradictory but actually captures the essence of Araki’s approach to depicting sex in his films. (For further insight into Araki’s work, I recommend reading my colleague E. Alex Jung’s insightful 2019 interview with him.)
Ubisoft reportedly kills Watch Dogs franchise as insider says IP is “completely dead”
I was listening to the Insider Gaming podcast, specifically an episode called ‘The End For Ubisoft and Xbox Developer Direct Reactions! It’s Our One Year Anniversary!’, and Henderson was talking about what happened after Watch Dogs Legion came out. He was sharing what went on behind the scenes at Ubisoft after the game’s release, and it was really interesting to hear his take on everything.
Robert Pattinson admits he “100% used to smell like crayons” but says he’s grown out of it
In a recent interview with GQ, the actor responded to a long-standing story about himself – one that originally gained attention years ago and became surprisingly famous. He explained that while the story was true when he first told it, he thinks his body has changed since then.
Chris Pine on Star Trek 4: “Good Luck”
Pine jokingly suggested he’s less informed than most about what’s happening with Star Trek, hinting that Paramount Skydance hasn’t contacted him about future plans – at least not yet. He and the studio previously collaborated on the film Dungeons & Dragons: Honor Among Thieves.
Kai Cenat’s assistant fires back with “leaked DMs” after ex drops “The real” breakup video
The situation started when Gabrielle Alayah, known as GiGi, posted a video called “The Real” addressing weeks of online discussion about her past relationship with Kai. In the 90-minute video, GiGi denied claims she was unfaithful, stated she wasn’t financially reliant on Kai, and blamed people close to him for distorting the truth about their split.
Netflix’s 10/10 Psychological Drama Deserves Its Near-Perfect Rotten Tomatoes Score
This show is remarkable for its blend of comedy and tough, realistic issues, especially as it delves into more serious topics. Over six seasons, BoJack Horseman follows the life of its main character, a former TV star from the ’90s who battles alcoholism and tries to stay relevant. Will Arnett voices BoJack, who is surrounded by a quirky group of people who support – and sometimes complicate – his path to understanding himself.
Billy Bob Thornton’s Goliath is a Perfect and Forgotten Prime Video Show
Ultimately, Goliath is a story about challenging those in positions of power. The show is a legal drama that really pushes its characters to their limits, forcing them to grow. While Billy Bob Thornton delivers a fantastic performance, what truly sets Goliath apart is how realistic it feels.
MrBeast helped build a real SpaceX rocket part that’s going to space
This clip comes from MrBeast’s recent YouTube video, “$1 vs $1,000,000,000 Futuristic Tech!” In the video, he got an exclusive look inside a SpaceX factory to see how they’re building their new spacecraft on a large scale.
The Hunger Games Franchise: Still Relevant & Expanding In 2026
Jennifer Lawrence first received critical acclaim for her role in Winter’s Bone, then gained wider recognition in X-Men First Class and The Hunger Games. It was The Hunger Games that really launched her career and created a successful movie franchise that continues today. She starred as Katniss Everdeen in the original Hunger Games films: The Hunger Games, Catching Fire, and both Mockingjay movies.