Hervé
Hervé
Hervé "pyannote" Bredin

@hbredin

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Hervé Bredin /👨🏼‍🔬 Researcher @CNRS @IRIToulouse @SAMOVAIRIT / ⚒️ Co-founder and CSO @pyannoteAI / 👨🏻‍💻 Creator of 🎹 pyannote

Joined March 2009
Don't wanna be here? Send us removal request.
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@hbredin
Hervé "pyannote" Bredin
20 days
Hola 🎹 #pyannote speaker diarization aficionados! @pyannoteAI is hiring a developer advocate 🥑 to * manage the open source (OSS) community * create content for OSS & @pyannoteAI users * provide support to OSS & @pyannoteAI users Ping me if interested.
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@hbredin
Hervé "pyannote" Bredin
8 months
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@hbredin
Hervé "pyannote" Bredin
2 years
🎹pyannote·audio 2.0 is now officially out!
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@hbredin
Hervé "pyannote" Bredin
2 years
🎹 pyannote + 🗒 notebook = pyannotebook pyannotebook is a custom  @ProjectJupyter widget built on top of  #pyannote .core and  #wavesurferjs . It can be used to visualize and edit temporal audio labels, without leaving the notebook.
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@hbredin
Hervé "pyannote" Bredin
3 years
I discretely released a few 🎹pyannote․audio pretrained pipelines in the last few weeks. Try them out in the dedicated @huggingface @streamlit space:
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@hbredin
Hervé "pyannote" Bredin
10 months
Just released version 3.1 of #pyannote speaker diarization toolkit 🥇Same accuracy. 🏝️Less dependency hell. ⚡️Probably faster. Try it here and please RT 🙏
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@hbredin
Hervé "pyannote" Bredin
2 years
#pyannote models are now #2 and #3 most downloaded audio models on @huggingface hub. Yet, I am struggling finding applicants for the two open positions to make it even better (2 years research engineer, 3 years PhD scholarshop) Can anyone help?
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@hbredin
Hervé "pyannote" Bredin
2 years
🫂Enjoying #pyannote speaker diarization pipelines? 👥What if it could do speaker separation as well? 🗣️Share the word if you want to make it happen! 🥳We are hiring! Twice! 👇
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@hbredin
Hervé "pyannote" Bredin
1 year
Something's cooking 👩‍🍳 #pyannote
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@hbredin
Hervé "pyannote" Bredin
1 year
I am considering starting an open-source business around #pyannote open-source state-of-the-art speaker diarization toolkit. Please help me make the right decisions by either filling this form and/or retweeting: A few promising stats:
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@hbredin
Hervé "pyannote" Bredin
4 years
In the spirit of reproducible (and reusable) research, the best model is now available in @PyTorch torch.hub and pyannote․audio, making speaker verification as easy as this few lines of code:
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@hbredin
Hervé "pyannote" Bredin
2 years
Now available in a model hub near you! Go get it! It's going to make some noise (pun intended) @huggingface #pyannote .audio #proudsuperviser
@LavechinMarvin
Marvin Lavechin
2 years
If you ever need to detect audio segments that have been recorded in noisy or reverberant environments, Brouhaha might be worth checking! 🎙️🥁🚨🔊 Submission to #ICASSP2023 co-authored with Marianne Métais led by @hbredin 🧵⬇️
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@hbredin
Hervé "pyannote" Bredin
2 years
The little things...
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@hbredin
Hervé "pyannote" Bredin
3 years
Pretrained model is available on @huggingface hub!
@ArxivSound
arXiv Sound
3 years
``End-to-end speaker segmentation for overlap-aware resegmentation. (arXiv:2104.04045v1 []),'' Hervé Bredin, Antoine Laurent,
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@hbredin
Hervé "pyannote" Bredin
1 year
Took a bit more than a month but here it is: #pyannote 3.0.0. Pretrained pipeline should be much (MUCH) better than 2.1.1! #pyannote
@hbredin
Hervé "pyannote" Bredin
1 year
… coming soon in an open source library near you 🫣
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@hbredin
Hervé "pyannote" Bredin
2 years
"How I reached 1st place at Ego4D 2022, 1st place at Albayzin 2022, and 6th place at VoxSRC 2022 speaker diarization challenges" 😎 Short answer: with 🎹 #pyannote .audio Long answer:
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@hbredin
Hervé "pyannote" Bredin
1 year
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@hbredin
Hervé "pyannote" Bredin
1 year
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@ISCAInterspeech
INTERSPEECH 2024
1 year
Really feeling "The Cocktail Party Effect" with all the buzz tonight at the Guinness Storehouse! #INTERSPEECH2023
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@hbredin
Hervé "pyannote" Bredin
1 year
Announcing "Powerset multi-class cross entropy loss for neural speaker diarization", first paper by my PhD student @SAMOVAIRIT @IRIToulouse Alexis Plaquet to appear at #Interspeech2023 TL;DR: #pyannote gets better 👇
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@hbredin
Hervé "pyannote" Bredin
1 year
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@hbredin
Hervé "pyannote" Bredin
1 year
#pyannote ranks 12th ... just behind "small" organisations such as @OpenAI , @GoogleAI , @facebook , @microsoft , @runwayml , @StabilityAI ... and with "slightly" less million dollars.
@osanseviero
Omar Sanseviero
1 year
Check out this @huggingface organizations leaderboard created by a community member!🤯 - @StabilityAI is the org with the most likes (15k) - @MetaAI is among the orgs with most models (700!) - @runwayml has the highest avg of downloads per model
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@hbredin
Hervé "pyannote" Bredin
1 year
Just because **I** put some open-source code on the internet, that **YOU** chose to use, does not make **ME** responsible for solving **YOUR** problems. There, I said it. #opensource
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@hbredin
Hervé "pyannote" Bredin
2 years
🎹 "One speaker segmentation model to rule them all" ... in which you'll learn about one of the most popular audio 🎧 model available on @huggingface hub #pyannote .audio #speakerdiarization
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@hbredin
Hervé "pyannote" Bredin
11 months
When did that happen? Why didn’t anyone tell me? #pyannote
@BenjaminDEKR
Benjamin De Kraker 🏴‍☠️
11 months
@jeffrschneider Diarization is a solved problem, I believe. (Just not currently being used in the ChatGPT app)
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@hbredin
Hervé "pyannote" Bredin
1 year
Woot! Woot! #pyannote team ranked third… without ensembling 😇
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@huh_jaesung
JaesungHuh
1 year
The VoxSRC workshop will start within 10 minutes!!!!
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@hbredin
Hervé "pyannote" Bredin
2 years
🫂Enjoying #pyannote speaker diarization pipelines? 👥What if it could do speaker separation as well? 🗣️Share the word if you want to make it happen! 🥳We are hiring! Twice! 👇
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@hbredin
Hervé "pyannote" Bredin
3 years
Took a while but pyannote․audio now provides a decent speaker embedding model.
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@hbredin
Hervé "pyannote" Bredin
1 year
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@hbredin
Hervé "pyannote" Bredin
2 years
Yet another @openai Whisper + #pyannote .audio hack. I’m seeing a trend here…
@PodscriptAI
PodScript - Podcast Transcripts
2 years
Coding has been ongoing for a few days. Great progress today 🥳 I guess I have a solution for speaker diarization and some of the timestamp mismatches when the speaker changes. #MachineLearning #coding #Python
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@hbredin
Hervé "pyannote" Bredin
5 years
Looks like I am one of the lucky ones!
@GoogleAI
Google AI
5 years
Congratulations to the recipients of the 2019 Google Faculty Research Awards! We received over 900 proposals from universities worldwide, covering diverse research areas such as #MachineLearning , #HumanComputerInteraction , #DistributedComputing and more.
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@hbredin
Hervé "pyannote" Bredin
4 years
Current status: converting pyannote․audio to @PyTorchLightnin Smaller, more readable codebase and (hopefully) faster training!
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@hbredin
Hervé "pyannote" Bredin
1 year
Now that #pyannote 3.0.0 is out, grab your pretrained "powerset" speaker segmentation on @huggingface hub while it's hot!
@hbredin
Hervé "pyannote" Bredin
1 year
Announcing "Powerset multi-class cross entropy loss for neural speaker diarization", first paper by my PhD student @SAMOVAIRIT @IRIToulouse Alexis Plaquet to appear at #Interspeech2023 TL;DR: #pyannote gets better 👇
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@hbredin
Hervé "pyannote" Bredin
1 year
6 months later…
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@hbredin
Hervé "pyannote" Bredin
2 years
The little things...
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@hbredin
Hervé "pyannote" Bredin
10 months
What about #pyannote ? Now do: * downloads = f(money raised) * downloads = f(head count) 🫣
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@EMostaque
Emad
10 months
Stability AI is the leader in open AI models. Open models trained on our cluster are the most downloaded globally (below @huggingface ) & with what we have coming up by us & ecosystem it’s going to be a fun year ahead Open ftw Super proud of team, onwards 🚀 🌟
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@hbredin
Hervé "pyannote" Bredin
2 years
Looking for 6️⃣ pyannote·audio (paid 💰) interns 👨🏻‍🎓 in Toulouse ☀️, France 🥖🍷🧀 📣 Spread the word!
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@hbredin
Hervé "pyannote" Bredin
1 year
#pyannote /segmentation model is downloaded more than 2M times every month on @huggingface model hub. Who are you? @julien_c @reach_vb is it possible to get access to a more detailed breakdown of this number?
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@hbredin
Hervé "pyannote" Bredin
1 year
The word is out: I do scientific consulting too.
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@hbredin
Hervé "pyannote" Bredin
3 years
🎇 Upload an audio file and get voice activity and overlapped speech detection directly in the browser! Thanks, @huggingface Spaces!
@hbredin
Hervé "pyannote" Bredin
3 years
Pretrained model is available on @huggingface hub!
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@hbredin
Hervé "pyannote" Bredin
1 year
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@hbredin
Hervé "pyannote" Bredin
10 months
#pyannote is in da place ⁦ @joinstationf
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@hbredin
Hervé "pyannote" Bredin
1 year
I’ll be in Dublin for #Interspeech2023 between August 20th and August 25th. Any #pyannote user willing to give back to the 'community' by buying #pyannote maintainers a beer, a dinner, or a proper hotel room in Dublin? DMs open. #AskingForAFriend #MyAcademicLife #OpenSource
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@hbredin
Hervé "pyannote" Bredin
1 year
Oyez, oyez, (future) #pyannote users at #Interspeech2023 Talk to me at this afternoon first poster session, (literally) interact with the poster, and win a free #pyannote sticker in return!
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@hbredin
Hervé "pyannote" Bredin
2 years
Anyone around here interested in a (paid 💵) gig around 🗣️speaker diarization? You would port 🎹pyannote·audio pretrained pipelines on mobile phones. Please retweet if you'd like to see 👀 it happen!
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@hbredin
Hervé "pyannote" Bredin
1 year
PSA: fixed a major #reproducibility issue with A100 @NVIDIA GPUs In case you tried #pyannote pretrained pipelines in the past on such devices and were disappointed by the accuracy, please give it another try with the latest commit in develop branch.
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@hbredin
Hervé "pyannote" Bredin
9 months
PSA: I just released #pyannote 3.1.1 that fixes a major issue with the option to control the number of speakers. If you did not use the option before, you were not impacted by this bug.
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@hbredin
Hervé "pyannote" Bredin
11 months
What if #pyannote could do separation too? 🔀 I am hiring a postdoc to help me with that! 👩‍🎓 Apply here: … or please RT 🙏 #diarization #pyannote
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@hbredin
Hervé "pyannote" Bredin
2 years
Would anyone use this?
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@hbredin
Hervé "pyannote" Bredin
2 years
Any @ProjectJupyter and #wavesurferjs expert around here? I'd like to build a Jupyter interactive widget to visualize and edit (!) #pyannote .audio annotation instances directly in a notebook but have no idea where to start...
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@hbredin
Hervé "pyannote" Bredin
2 years
Yet another @OpenAI Whisper + #pyannote .audio hack!
@dwarkesh_sp
Dwarkesh Patel
2 years
I've been using OpenAI's Whisper model to generate initial drafts of transcripts for my podcast. But Whisper doesn't identify speakers. So I stitched it to a speaker recognition model. Code is below in case it's useful to you. Let me know how it can be made more accurate.
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@hbredin
Hervé "pyannote" Bredin
4 years
Started storing and versioning (public and private) pyannote․audio models on "The Hub"... and loving it!
@huggingface
Hugging Face
4 years
🤯The Hub is now open to all models, not just transformers! Open-source, open-sharing, open-science for the win. This redesign was led by @victormustar ➡️
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@hbredin
Hervé "pyannote" Bredin
4 years
pyannote․audio + prodigy = ✨
@explosion_ai
Explosion 💥
4 years
🔊 The audio & video UI lets you label segments or transcribe. We even have experimental workflows for speaker diarization with a model in the loop, thanks to the awesome @hbredin and #pyannote .audio!
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@hbredin
Hervé "pyannote" Bredin
2 years
Any @ProjectJupyter and #wavesurferjs expert around here? I'd like to build a Jupyter interactive widget to visualize and edit (!) #pyannote .audio annotation instances directly in a notebook but have no idea where to start...
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@hbredin
Hervé "pyannote" Bredin
1 year
Would you pay for #pyannote custom or premium models? #AskingForAFriend (I'd appreciate a few ReTweets 🙏)
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Show me the results
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@hbredin
Hervé "pyannote" Bredin
8 months
#pyannote in the wild! Let's go Desh!
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@rdesh26
Desh Raj
8 months
📢📢 **Defending my PhD in a week** Date & Time: January 26, 2024, 9 to 11 AM EST Committee: Sanjeev Khudanpur, Dan Povey, Jinyu Li Dissertation Title: "Listening to multi-talker conversations: Modular and end-to-end perspectives" DM me for a Zoom link if interested 😀
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@hbredin
Hervé "pyannote" Bredin
1 year
I am looking for "exotic" audio files to evaluate the robustness of #pyannote pretrained speaker diarization pipelines. They need to come with reliable speaker labels and timestamps, though. Could be a nice way for industry users to give back to #pyannote RT appreciated.
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@hbredin
Hervé "pyannote" Bredin
2 years
<bragging> Did I understand the rule correctly? </bragging>
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@hbredin
Hervé "pyannote" Bredin
9 months
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@julien_c
Julien Chaumond
9 months
THIS changes everything 🌟
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@hbredin
Hervé "pyannote" Bredin
3 years
The proposed approach combines pyannote pretrained speaker segmentation and embedding models hosted on @huggingface hub. It is suitable for real-time applications and its latency can easily be adjusted between 500ms and 5s.
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@hbredin
Hervé "pyannote" Bredin
3 years
Found a bug 🪳, squashed it 🔨, re-ran the experiments 🔁, and got significantly better voice activity and overlapped speech detection results 🍾 Just in time for camera-ready version 😅 Try it for yourself with this @streamlit demo:
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@hbredin
Hervé "pyannote" Bredin
2 years
What's the "best" pretrained PyTorch speaker embedding models publicly available out there? "best" as in "easy to use" and "with top-notch speaker verification accuracy".
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@hbredin
Hervé "pyannote" Bredin
1 year
Oyez, oyez, fellow #diarization aficionados! @juanmc2005 will defend his PhD thesis about continual learning and its application to NLP and (online) speaker diarization. When? April 5th, 2PM (CEST). Where? at @LisnLab or online (link below)
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@hbredin
Hervé "pyannote" Bredin
1 year
"If you want something done, do it yourself". #pyannote #logo
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@hbredin
Hervé "pyannote" Bredin
1 year
"Open-source is great," they said. Help me reply to this guy and you'll get a free #pyannote sticker in return!
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@hbredin
Hervé "pyannote" Bredin
1 year
The recording of my talk at VoxSRC 2023 workshop is now live. #pyannote #speakerdiarization
@hbredin
Hervé "pyannote" Bredin
1 year
Woot! Woot! #pyannote team ranked third… without ensembling 😇
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@hbredin
Hervé "pyannote" Bredin
4 years
Given the audio recording of a conversation, speaker diarization systems try to answer the question "who speaks when". This is how you can get a (hopefully decent) answer with three lines of code in pyannote․audio:
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@hbredin
Hervé "pyannote" Bredin
3 years
Works from the waveform directly. More details on @huggingface model hub:
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@hbredin
Hervé "pyannote" Bredin
2 years
Very important addition to pyannote GitHub page!
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@hbredin
Hervé "pyannote" Bredin
5 years
@streamlit is awesome! Here is a screenshot of a demo I built in less than an hour showcasing pyannote-audio pre-trained voice activity detection models. #pytorch #pyannote
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@hbredin
Hervé "pyannote" Bredin
3 years
Happy to share @juanmc2005 's latest work targeting live speaker diarization:
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@ArxivSound
arXiv Sound
3 years
``Overlap-aware low-latency online speaker diarization based on end-to-end local segmentation. (arXiv:2109.06483v1 []),'' Juan M. Coria, Hervé Bredin, Sahar Ghannay, Sophie Rosset,
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@hbredin
Hervé "pyannote" Bredin
11 months
(Yet (yet (yet (yet another)))) Whisper + #pyannote tool 💪
@mdj_dev
Maciej Jastrzębski
11 months
🤖🎙️ Exciting update! @Q1w1N and I have been tinkering with AI models lately and today we are sharing as open source a tool for generating meeting transcriptions! It combines: 🧠 Speaker diarization (recognition) 🧠 OpenAI's Whisper automatic speech recognition 💻 User-friendly
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@hbredin
Hervé "pyannote" Bredin
1 year
#pyannote "benchmarked" 🤔in marketing announcement of commercial speaker diarization #AchievementUnlocked
@DeepgramAI
Deepgram
1 year
When comparing it to other popular models, we found that Deepgram’s speaker diarization outperforms many commercial diarization models and common #opensource alternatives like #Pyannote when dealing with domain-specific, real-world data.
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@hbredin
Hervé "pyannote" Bredin
1 year
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@hbredin
Hervé "pyannote" Bredin
2 years
💥 model-assisted annotation recipe with @explosion_ai 's
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@hbredin
Hervé "pyannote" Bredin
11 months
@maxhbain
Max Bain
11 months
@hbredin is the MVP of diarization. Hard to beat #pyannote (trust me I tried)...
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@hbredin
Hervé "pyannote" Bredin
1 year
That was a great success!
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@hbredin
Hervé "pyannote" Bredin
2 years
3/4 <bragging> All top 3 teams used pyannote·audio voice activity and overlapped speech detection </bragging>
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@hbredin
Hervé "pyannote" Bredin
5 years
I made a thing! AdaptiveBackgroundGenerator makes your (slow) generator work in the background and automagically adapts the number of workers to keep pace with a (faster) consumer. (1/2)
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@hbredin
Hervé "pyannote" Bredin
1 year
🤫
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@hbredin
Hervé "pyannote" Bredin
1 year
Would you pay for #pyannote custom or premium models? #AskingForAFriend (I'd appreciate a few ReTweets 🙏)
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@hbredin
Hervé "pyannote" Bredin
1 year
This morning!
@hbredin
Hervé "pyannote" Bredin
1 year
Alexis Plaquet will be at #Interspeech2023 to present this work. Go talk to him (and grab your #pyannote sticker!)
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@hbredin
Hervé "pyannote" Bredin
1 year
Which feature would you like to see added to #pyannote ? See details in thread.
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Multi-channel diarization
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@hbredin
Hervé "pyannote" Bredin
8 months
Featuring #pyannote via WhisperX
@tryolabs
Tryolabs
9 months
This year, we're thrilled to introduce some hidden gems, a special selection showcasing a diverse range of innovative and impactful Python libraries. 🌟 Dive into our carefully curated collection. Did we capture your favorite?
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@hbredin
Hervé "pyannote" Bredin
1 year
Last day before #Interspeech2023 Free stickers if you find #pyannote #CliffsOfMoher
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@hbredin
Hervé "pyannote" Bredin
2 years
Lessons learned from #VoxSRC 2022 speaker diarization debriefing workshop: a thread.
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@hbredin
Hervé "pyannote" Bredin
10 months
6 more months... Keep up the pace! #pyannote
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@hbredin
Hervé "pyannote" Bredin
1 year
6 months later…
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@hbredin
Hervé "pyannote" Bredin
4 years
Just in time for (soon to be cancelled?) #ICASSP2020 , I just released a bunch of pretrained pyannote․audio speaker diarization models and pipelines on @PyTorch torch.hub. Try them out in @GoogleColab :
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@hbredin
Hervé "pyannote" Bredin
2 years
🤗 pretrained @PyTorch models on @huggingface model hub All models and pipelines were trained on "Jean Zay" french supercomputer. Thanks @Genci_fr ! Find them at
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@hbredin
Hervé "pyannote" Bredin
3 years
Last but not least, @juanmc2005 has a really cool demo based on @ReactiveX RxPy library in the companion @Github repository that can be used to perform live speaker diarization of your microphone!
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@hbredin
Hervé "pyannote" Bredin
11 months
Woot woot!
@thomas_mol
Thomas Mol
11 months
🚢 Shipped -> improved speaker label editing for , now you can easily select, edit and add new speakers with a dropdown menu ✂-> Manually merge or add new sections to the transcript ⏩-> Added a +15s and -15s playback buttons to easily navigate the audio
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@hbredin
Hervé "pyannote" Bredin
2 years
👩‍💻try the online @streamlit demo!
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@hbredin
Hervé "pyannote" Bredin
1 year
#lazytwitter #speakerdiarization What's the current state-of-the-art on DIHARD 3 (full)? I am aware of the winning ensemble submission reaching DER=16.8% but am more interested in single system performance. We're quite bad at tracking these numbers as a community, aren't we?
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@hbredin
Hervé "pyannote" Bredin
2 years
😓 (almost) complete rewrite of the codebase 🐍 Python-first API ⚡ faster training with @PyTorchLightnin 🎛️ data augmentation with torch-audiomentations
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@hbredin
Hervé "pyannote" Bredin
1 year
LOTS of ideas @yehor_smoliakov ! Just not on my priority list as #pyannote is first and foremost a way for me to ensure reproduction of my academic research (hence focusing on accuracy rather than efficiency) 👇
@yehor_smoliakov
Yehor Smoliakov
1 year
@hbredin Congrats! Any ideas how to make diarization faster in PyAnnote?
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@hbredin
Hervé "pyannote" Bredin
1 year
Alexis Plaquet will be at #Interspeech2023 to present this work. Go talk to him (and grab your #pyannote sticker!)
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@hbredin
Hervé "pyannote" Bredin
9 months
Looking for examples of audio files where @openai Whisper hallucinates. Would be nice to have some kind of crowd-sourced repository where people can share those examples.
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@hbredin
Hervé "pyannote" Bredin
3 years
Been told a few times I should write 📝more about 🎹 pyannote․audio. So I started a blog...
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