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HD-BET: 搬运自github，用于ct相关

HD_BET · Save Cancel · .gitignore · Save Cancel · LICENSE · Save Cancel · readme.md · Save Cancel · requirements.txt · Save Cancel · setup.py · Save Cancel · Loading... README · Apache-2.0 · Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ TERMS AND CONDITIONS ... HD_BET · Save Cancel · .gitignore · Save Cancel · LICENSE · Save Cancel · readme.md · Save Cancel · requirements.txt · Save Cancel · setup.py · Save Cancel · Loading... README · Apache-2.0 · Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 1.https://gitee.com/a243269910/HD-BET.git · [email protected]:a243269910/HD-BET.git · a243269910 · HD-BET · HD-BET · master · Going to Help Center · Git 命令在线学习 如何在 Gitee 导入 GitHub 仓库 · Git 仓库基础操作 · 企业版和社区版功能对比 ·

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How does HD BET work? - Support - 3D Slicer Community

I am writing an essay about a brain segmentation I did and I was wondering if some of you could explain me how does the HD Brain Extraction Tool actually work. By reading on the github page, it seems to me that it works statistically, but maybe you can tell me more about it. I am writing an essay about a brain segmentation I did and I was wondering if some of you could explain me how does the HD Brain Extraction Tool actually work. By reading on the github page, it seems to me that it works …

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Automated brain extraction of multisequence MRI using artificial neural networks - PMC

The majority of brain extraction algorithms are, however, optimized for processing healthy brains and thus frequently fail in the presence of pathologically altered brain or when applied to heterogeneous MRI datasets. Here we introduce a new, rigorously validated algorithm (termed HD‐BET) relying ... The majority of brain extraction algorithms are, however, optimized for processing healthy brains and thus frequently fail in the presence of pathologically altered brain or when applied to heterogeneous MRI datasets. Here we introduce a new, rigorously validated algorithm (termed HD‐BET) relying on artificial neural networks that aim to overcome these limitations.We demonstrate that HD‐BET outperforms six popular, publicly available brain extraction algorithms in several large‐scale neuroimaging datasets, including one from a prospective multicentric trial in neuro‐oncology, yielding state‐of‐the‐art performance with median improvements of +1.16 to +2.50 points for the Dice coefficient and −0.66 to −2.51 mm for the Hausdorff distance.Importantly, the HD‐BET algorithm, which shows robust performance in the presence of pathology or treatment‐induced tissue alterations, is applicable to a broad range of MRI sequence types and is not influenced by variations in MRI hardware and acquisition parameters encountered in both research and clinical practice.To overcome these limitations, we utilize MRI data from a large multicenter clinical trial in neuro‐oncology (EORTC‐26101;Wick et al., 2016 ; Wick et al., 2017) to train and independently validate an ANN for brain extraction (subsequently referred to as HD‐BET).

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How To Watch BET Awards: Live Stream BET Awards 2025, TV Channel - Newsweek

Get ready for the lights, the legends, and the loudest celebration of Black excellence, the 2025 BET Awards are here on Monday night from Los Angeles. Newsweek AI is in beta. Translations may contain inaccuracies—please refer to the original content.Kevin Hart attends the 2025 BET Awards at Peacock Theater on June 09, 2025 in Los Angeles, California. Kevin Hart attends the 2025 BET Awards at Peacock Theater on June 09, 2025 in Los Angeles, California.Kevin Hart will host the 2025 BET Awards.As always, the BET Awards stage will be the place where music history is made.

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How to Watch BET Awards & 2025 Nominees | DIRECTV Insider

Find out how to tune in to culture's biggest night! The 25th Annual BET Awards take place live on June 9, 2025. Culture’s biggest night is right around the corner — and this year marks a major milestone. In celebration of its 25th anniversary, the 2025 BET Awards promises to be a star-studded tribute to Black excellence in music, film, TV, sports and philanthropy.The only way to watch the celebration live is on BET (Black Entertainment Television).Get all the information you need right here to be ready to tune in to the BET Awards live, from how to watch to all the nominees and more.Tune in to the annual BET Awards live from Peacock Theater in Los Angeles on Monday, June 9th at 8 p.m.

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BET Awards 2025 Full Recap: Jamie Foxx Gets Emotional, Snoop Dogg Recalls Listening to Mariah Carey in Jail and More

The 2025 BET Awards aired live on Monday, June 9 from Los Angeles' Peacock Theater on BET. PEOPLE has all the highlights from the awards show. Hosted by Kevin Hart this year, the annual awards show honoring excellence in Black culture across all forms of entertainment went down on Monday, June 9 at the Peacock Theater in Los Angeles and aired live on BET.Kendrick Lamar was the night's top nominee, followed by Doechii, Drake, Future and GloRilla, among others. Mariah Carey, Jamie Foxx, Kirk Franklin and Snoop Dogg were each honored with the BET Ultimate Icon Award.The “1 Thing” singer continued, “So, I was like, ‘Okay, it’s good,’ but as an artist — I’m a perfectionist. You're always like looking at what you can work on and how you can be better, but then also you gotta look at what you did well.”The 2025 BET Awards have come to an end.

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How To Watch BET Awards 2025 Online Without Cable: Stream Free

Here's where to watch and stream the 2025 BET Awards online on a live TV streaming service, including how to watch Lil Wayne's performance for free. Lil Wayne, Teyana Taylor, GloRilla, Playboi Carti, and Leon Thomas are among the stars that will grace the stage at tonight’s 25th annual BET Awards. Airing live tonight on BET, Kevin Hart will host this year’s awards show, which will take place at Los Angeles’ Peacock Theater.Another streaming service that lets you watch BET without cable is DirecTV. The streaming company’s Entertainment package includes 90+ channels, including BET to watch the awards, and costs $84.99/month for 24 months.It might not offer a free trial, but Sling’s Orange plan is still one of our favorite streaming services for watching live events, from sports to awards shows. The reason? You can get access to 34 channels, including BET, ESPN, TNT, and more, starting at $23/month the first month of streaming.Mariah Carey, Snoop Dogg, Jamie Foxx, and Kirk Franklin, will receive the BET Ultimate Icon Award during tonight’s awards show, with Carey, Snoop, and Franklin also listed as performers at tonight’s awards show.

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Best Bitcoin and Crypto Betting Sites 2025 (Rated & Reviewed)

Explore the top crypto betting sites of 2025 offering quick payouts, provably fair betting, and massive bonuses. Compare Bitcoin sportsbooks reviews. 6,000+ Casino games plus sports betting with no limits · Visit Casino · 9.6/10 · 200% up to €7,500 Welcome Bonus + 10% Cashback · Ideal for high roller players · Accepts credit card payments for deposits and instant withdrawals · Premium live casino tables with HD streaming ·We’ve rigorously tested over 30 crypto sportsbooks firsthand, evaluating their odds, available markets, bonuses, and security protocols. Beyond rankings, we’ll show you exactly how Bitcoin and altcoin betting works, breaking down decentralized transactions in plain language.The best crypto betting sites offer fast bank transfers, superior odds, and crypto payouts within minutes.Unlike traditional sites, these platforms let you sign up and bet on your favorite sports, requiring minimal or no KYC checks.

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Where to watch BET Awards 2025 streaming free today; could LA protests delay the show?

BET presents its most highly-anticipated live ceremony of the year with performances, award presentations and more. Here's everything you need to know about the show, including the date and time, the host, performers and how you can watch the show for free. For background, Kendrick Lamar and Drake entered into a rap beef earlier this year, with Kendrick’s “Not Like Us” diss track sweeping the Grammy’s and getting a large feature during his world tour and iconic Superbowl halftime show performance. Many are saying Kendrick is ready to sweep the BET awards over his nemesis Drake again, but it’s too early to tell.The best ways to stream BET is with Philo. The streaming platform is continuing to offer low cost options for all your streaming and on demand entertainment needs. Philo is one of the best TV streaming services for the cost it is currently offered at, especially for fans of drama, true-crime, reality.Keyshia Cole performs during the BET Awards on Monday, June 9, 2025, at the Peacock Theater in Los Angeles.What time do the 2025 BET Awards come on tonight? The highly-anticipated awards show airs live tonight with the show taking place on Monday, June 9 at 8 p.m. with a live broadcast on BET.

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How to Watch 2025 BET Awards Online for Free — Streaming

The 2025 BET Awards air Monday, June 9. Here's where to watch the BET Awards online and for free. The 2025 BET Awards will be handed out in a ceremony airing tonight on (you guessed it!) BET, starting at 8/7c. Heading into the night, Kendrick Lamar leads with 10 nominations, followed by Doechii, Drake, Future and GloRilla with six nods each.Every DirecTV Stream package includes BET, so you can choose between a few different subscriptions to find one that best fits your needs. The Entertainment package is the cheapest option for watching the 2025 BET Awards online on DirecTV Stream, because it’s on sale for $59.99/month.There’s a five-day free trial, however, so you can watch the awards online for free if you cancel your subscription before the trial period ends. With no annual contract, this is a great option for watching the 2025 BET Awards online for free.Fubo is another way to watch the 2025 BET Awards live online for free thanks to its seven-day free trial. Fubo’s Pro plan grants subscribers access to BET, and for $64.99/month, you’ll also get access to over 200 other channels. More good news?

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How to watch the BET Awards 2025 for free: Time, streaming, nominees, more

The BET Awards, honoring the best Black music, TV, movies, and sports of the past year, are tonight, June 9. The 2025 BET Awards are tonight, June 9, at 8 p.m.The BET Awards will air exclusively on BET.If you don’t have a cable subscription with access to BET, you’ll need a live TV streaming service to watch the BET Awards for free.You can also take advantage of a five-day free trial from DIRECTV to watch the 2025 BET Awards.

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2025 BET Awards: How to Watch the 25th Anniversary Event Online

Hosted by Kevin Hart, celebrate 25 years of BET with performances from Lil Wayne, GloRilla, and Playboi Carti. Here's how to watch the BET Awards. The BET Awards celebrates its 25th anniversary this year, and the network is going all out on performances, nostalgic moments and an all-star lineup of presenters and attendees. Kevin Hart is set to return as host while Lil Wayne, GloRilla and Playboy Carti are just a few must-see musical acts of the night.BET will also celebrate its iconic music video countdown show, 106 & Park, with a special tribute that’ll feature former hosts AJ Calloway, Free Marie Wright, Julissa Bermudez, Keshia Chanté, Rocsi Diaz and Terrence J.To no surprise, Kendrick Lamar leads all nominees with 10, including an album of the year nod for his latest album GNX and record of the year and song of the year for “Not Like Us.” There’s also a four-way tie between Drake, GloRilla, Doechii, and Future, who all have six nominations each.The service offers a slate of free channels with ad-supported free-to-stream movies, TV shows and other programming. However, you can upgrade to Philo to stream more than 70 channels, including A&E, MTV, Lifetime, OWN, Nickelodeon, Nick Jr., HGTV, TLC, BET, FYI, WE tv, Logo and Discovery Channel for $28 per month.

GitHub - MIC-DKFZ/HD-BET: MRI brain extraction tool

MRI brain extraction tool. Contribute to MIC-DKFZ/HD-BET development by creating an account on GitHub. HD-BET is the result of a joint project between the Department of Neuroradiology at the Heidelberg University Hospital, the Divison for Computational Radiology & Clinical AI, University Hospital Bonn and the Division of Medical Image Computing at the German Cancer Research Center (DKFZ).HD-BET was developed with MRI-data from a large multicentric clinical trial in adult brain tumor patients acquired across 37 institutions in Europe and included a broad range of MR hardware and acquisition parameters, pathologies or treatment-induced tissue alterations.HD-BET was trained with precontrast T1-w, postcontrast T1-w, T2-w and FLAIR sequences. It can perform independent brain extraction on various different MRI sequences and is not restricted to precontrast T1-weighted (T1-w) sequences.HD-BET outperformed five publicly available brain extraction algorithms (FSL BET, AFNI 3DSkullStrip, Brainsuite BSE, ROBEX and BEaST) across all datasets and yielded median improvements of +1.33 to +2.63 points for the DICE coefficient and -0.80 to -2.75 mm for the Hausdorff distance (Bonferroni-adjusted p<0.001).

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cookpa/hd-bet

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[1901.11341] Automated brain extraction of multi-sequence MRI using artificial neural networks

Here we introduce a new, rigorously validated algorithm (termed HD-BET) relying on artificial neural networks that aims to overcome these limitations. We demonstrate that HD-BET outperforms six popular, publicly available brain extraction algorithms in several large-scale neuroimaging datasets, ... Brain extraction is a critical preprocessing step in the analysis of MRI neuroimaging studies and influences the accuracy of downstream analyses. The majority of brain extraction algorithms are, however, optimized for processing healthy brains and thus frequently fail in the presence of pathologically altered brain or when applied to heterogeneous MRI datasets.The majority of brain extraction algorithms are, however, optimized for processing healthy brains and thus frequently fail in the presence of pathologically altered brain or when applied to heterogeneous MRI datasets. Here we introduce a new, rigorously validated algorithm (termed HD-BET) relying on artificial neural networks that aims to overcome these limitations.We demonstrate that HD-BET outperforms six popular, publicly available brain extraction algorithms in several large-scale neuroimaging datasets, including one from a prospective multicentric trial in neuro-oncology, yielding state-of-the-art performance with median improvements of +1.16 to +2.11 points for the DICE coefficient and -0.66 to -2.51 mm for the Hausdorff distance.Importantly, the HD-BET algorithm shows robust performance in the presence of pathology or treatment-induced tissue alterations, is applicable to a broad range of MRI sequence types and is not influenced by variations in MRI hardware and acquisition parameters encountered in both research and clinical practice.

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BET Awards 2025: See the Complete List of Winners!

The BET Awards aired live from the Peacock Theater in Los Angeles on Monday, June 9 with Kevin Hart as host. Kevin Hart returned to host this year's awards show after taking on the role in 2011. A year later, he won the Best Actor BET Award in 2012 for his role in Think Like a Man.See the complete list of 2025 BET Awards winners below, updating live throughout the show.See the Best Dressed Stars on the 2025 BET Awards Red Carpet!“I love a celebration! It’s a chance to reflect, cherish, and honor life’s unforgettable moments," Hart, 45, said in a press release. "I’m truly honored to host the 25th BET Awards and celebrate the culture’s biggest night.

GitHub - CCI-Bonn/HD-BET: Automated deep-learning based brain extraction applicable to a broad range of MRI sequence types and with robust performance even in the presence of pathology or treatment-induced tissue alterations.

Automated deep-learning based brain extraction applicable to a broad range of MRI sequence types and with robust performance even in the presence of pathology or treatment-induced tissue alterations. - CCI-Bonn/HD-BET HD-BET was developed with MRI-data from a large multicentric clinical trial in adult brain tumor patients acquired across 37 institutions in Europe and included a broad range of MR hardware and acquisition parameters, pathologies or treatment-induced tissue alterations.HD-BET was trained with precontrast T1-w, postcontrast T1-w, T2-w and FLAIR sequences. It can perform independent brain extraction on various different MRI sequences and is not restricted to precontrast T1-weighted (T1-w) sequences.HD-BET outperformed five publicly available brain extraction algorithms (FSL BET, AFNI 3DSkullStrip, Brainsuite BSE, ROBEX and BEaST) across all datasets and yielded median improvements of +1.33 to +2.63 points for the DICE coefficient and -0.80 to -2.75 mm for the Hausdorff distance (Bonferroni-adjusted p<0.001).Using HD_BET is straightforward. You can use it in any terminal on your linux system. The hd-bet command was installed automatically. We provide CPU as well as GPU support. Running on GPU is a lot faster though and should always be preferred.

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Watch Full Episodes | TV Shows | BET

Watch all the latest full episodes from Paramount Network: Yellow Stone, 1883, CMT Summer Sessions, Bar Rescue and more. Watch full episodes of current and past shows online. Cora's new romantic suitor causes a rift between her and an overprotective Mr.Judge Ms. Pat settles three cases, including a soldier suing his ex over rent, former friends feuding over a sports betting blunder and a daughter's drama with her mom over a business course.Deniseea Head blends cocktails and culture as she celebrates unforgettable BET Awards moments with guests Bryan Terrell Clark, Porscha Coleman and Marcos "Kosine" Palacios.Ella seeks divine help when tempers flare between Laura and the Payne family, and Jazmine must decide whether to forgive her dishonest classmate.

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