Manuel Dahnert's Avatar

Manuel Dahnert

@manuel-dahnert.com

3D Machine Learning @ NavVis. Prev. PhD Candidate @ Visual Computing Group, TUM (Prof. Nießner). https://manuel-dahnert.com | Scene Understanding & Reconstruction - Generative Models

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18.11.2024
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Latest posts by Manuel Dahnert @manuel-dahnert.com

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📢𝐐𝐮𝐢𝐜𝐤𝐒𝐩𝐥𝐚𝐭: Fast 3D Surface Reconstruction via Learned Gaussian Initialization

Yueh-Cheng Liu learns 2DGS initialization, densification, and optimization priors from ScanNet++ => fast & accurate reconstruction!

Project: liu115.github.io/quicksplat
w/ Lukas Höllein and @niessner.bsky.social

12.05.2025 12:17 👍 22 🔁 4 💬 0 📌 0
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📢📢 𝐀𝐯𝐚𝐭𝟑𝐫 📢📢

Avat3r creates high-quality 3D head avatars from just a few input images in a single forward pass with a new dynamic 3DGS reconstruction model.

youtu.be/P3zNVx15gYs
tobias-kirschstein.github.io/avat3r

Great work by Tobias Kirschstein with J. Romero, A. Sevastopolsky, S. Saito.

28.02.2025 09:33 👍 6 🔁 1 💬 0 📌 0
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(1/n)
📢📢 𝐍𝐞𝐑𝐒𝐞𝐦𝐛𝐥𝐞 𝐯𝟐 𝐃𝐚𝐭𝐚𝐬𝐞𝐭 𝐑𝐞𝐥𝐞𝐚𝐬𝐞 📢📢

Head captures of 7.1MP from 16 cameras at 73fps:
* More recordings (425 people)
* Better color calibration
* Convenient download scripts

github.com/tobias-kirsc...

11.02.2025 15:05 👍 14 🔁 7 💬 1 📌 0
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📢 ScanNet++ v2 Benchmark Release! 🏆

Test your state-of-the-art models on:
🔹 Novel View Synthesis 📸➡️🖼️
🔹 3D Semantic & Instance Segmentation 🤖🔍🕶️
Shoutout to @awhiteguitar.bsky.social & Yueh-Cheng Liu for their incredible work👏

🚀Check it out: kaldir.vc.in.tum.de/scannetpp/

31.01.2025 16:29 👍 29 🔁 10 💬 0 📌 0
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Can GANs compete in 2025? In 'The GAN is dead; long live the GAN! A Modern GAN Baseline', we show that a minimalist GAN w/o any tricks can match the performance of EDM with half the size and one-step generation - github.com/brownvc/r3gan - work of Nick Huang, @skylion.bsky.social, Volodymyr Kuleshov

10.01.2025 19:08 👍 70 🔁 14 💬 3 📌 1
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Researcher: "We let the data speak for itself."

Earlier that day:

02.01.2025 15:31 👍 7967 🔁 1009 💬 98 📌 69
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Excited to announce ScanNet++ v2!🎉

@awhiteguitar.bsky.social & Yueh-Cheng Liu have been working tirelessly to bring:
🔹1006 high-fidelity 3D scans
🔹+ DSLR & iPhone captures
🔹+ rich semantics
Elevating 3D scene understanding to the next level!🚀

w/ @niessner.bsky.social
kaldir.vc.in.tum.de/scannetpp

20.12.2024 15:02 👍 64 🔁 15 💬 1 📌 0
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#NeurIPS was a blast - geting to know great people and meeting old friends, lots of LLM, multi-modal, synthetic data and diffusion.
Whats a better way to wrap up such a week than watching an NHL game.

17.12.2024 20:29 👍 3 🔁 0 💬 1 📌 0
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(1/2)
📢📢𝐆𝐀𝐅: 𝐆𝐚𝐮𝐬𝐬𝐢𝐚𝐧 𝐀𝐯𝐚𝐭𝐚𝐫 𝐑𝐞𝐜𝐨𝐧𝐬𝐭𝐫𝐮𝐜𝐭𝐢𝐨𝐧 𝐟𝐫𝐨𝐦 𝐌𝐨𝐧𝐨𝐜𝐮𝐥𝐚𝐫 𝐕𝐢𝐝𝐞𝐨𝐬 𝐯𝐢𝐚 𝐌𝐮𝐥𝐭𝐢-𝐯𝐢𝐞𝐰 𝐃𝐢𝐟𝐟𝐮𝐬𝐢𝐨𝐧📢📢

We reconstruct animatable Gaussian head avatars from monocular videos captured by commodity devices such as smartphones.

17.12.2024 13:00 👍 7 🔁 3 💬 1 📌 1
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📢MeshArt: Generating Articulated Meshes with Structure-guided Transformers

Daoyi Gao generates articulated meshes with a hierarchical transformer, modeling articulation-aware structures that guide mesh synthesis.

w/ Yawar Siddiqui, Lei Li
Project Page: daoyig.github.io/Mesh_Art/

17.12.2024 14:21 👍 14 🔁 5 💬 1 📌 1
Neural Experts: Mixture of Experts for Implicit Neural Representations Neural Experts NeurIPS paper project page

🚨 Exciting news! If you're at #NeurIPS, come check out our poster tomorrow morning at 11 AM during the first session! 🎉

We're presenting "Neural Experts: Mixture of Experts for Implicit Neural Representations (INRs)" – here's what it's all about: 🧵👇

12.12.2024 03:28 👍 6 🔁 1 💬 1 📌 0

Great collab with @adai.bsky.social, Norman Müller and @niessner.bsky.social

11.12.2024 00:39 👍 2 🔁 0 💬 0 📌 0

- Probabilistic diffusion formulation is well suited for ambiguous cases in single image reconstruction task
- Exploit the intermediate shape representation for efficient surface alignment loss for joint training
- Represent objects using disentangled shape encoding results in high-quality shapes

11.12.2024 00:39 👍 2 🔁 0 💬 1 📌 0

Learnings:
- Formulate single image scene reconstruction as conditional diffusion processes
- Learn a generative scene prior by denoising all objects simultaneously leads to more coherent arrangements

11.12.2024 00:39 👍 2 🔁 0 💬 1 📌 0
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Super happy to present our #NeurIPS paper 𝐂𝐨𝐡𝐞𝐫𝐞𝐧𝐭 𝟑𝐃 𝐒𝐜𝐞𝐧𝐞 𝐃𝐢𝐟𝐟𝐮𝐬𝐢𝐨𝐧 𝐅𝐫𝐨𝐦 𝐚 𝐒𝐢𝐧𝐠𝐥𝐞 𝐑𝐆𝐁 𝐈𝐦𝐚𝐠𝐞 in Vancouver. Come to our poster #2804 on Wednesday 11am - 2pm in East Exhibit Hall, if you want to learn more about 3D Scene Diffusion!

See you tomorrow!
Project Page: manuel-dahnert.com/research/sce...

11.12.2024 00:39 👍 8 🔁 5 💬 1 📌 0
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📢SceneFactor: Generating & editing 3D indoor scenes from text!

Alexey Bokhovkin presents a factored latent diffusion to generate high-level semantics + geometric refinement, enabling for controllable, large-scale scene synthesis

w/ Quan Meng, Shubham Tulsiani
alexeybokhovkin.github.io/scenefactor

03.12.2024 14:33 👍 12 🔁 1 💬 0 📌 0

@ajdavison.bsky.social could go on this list :)

28.11.2024 18:09 👍 0 🔁 0 💬 1 📌 0

I dont know too much about the differences, e.g. the carries they use, but Nomad was good

26.11.2024 12:40 👍 1 🔁 0 💬 1 📌 0

Nomad eSim worked fine and was really convenient. It's a little bit more expensive but if you don't plan to livestream the entire conference, it'll be enough data.

26.11.2024 09:20 👍 2 🔁 0 💬 1 📌 0

Exciting news! 🎉
Our podcast now has a BlueSky account! Follow us for updates, behind-the-scenes, new episodes and more at @talking-papers.bsky.social .

See you there! #Podcast #BlueSky

23.11.2024 19:11 👍 4 🔁 1 💬 0 📌 1

go.bsky.app/MfnrAdL

Let me know if you want to be added, or have any suggestions!

20.11.2024 01:54 👍 16 🔁 4 💬 12 📌 0
Preview
How to verify your Bluesky account - Bluesky Here's how to verify your Bluesky account by setting your website as your username.

Are you a social media manager running an account for an organization or high-profile individual? Or do you own a website and want a simpler username?

On Bluesky, you can verify your account by setting your website as your username.

We just refreshed our how-to guide:

21.11.2024 20:21 👍 15051 🔁 2773 💬 645 📌 391
Preview
Bluesky Icon | Font Awesome Bluesky icon in the Solid style. Make a bold statement in small sizes.. Available now in Font Awesome 6.

For everyone who wants to update their list of social media badges on their website: FontAwesome already has the proper icon :)
fontawesome.com/icons/bluesky

20.11.2024 13:42 👍 2 🔁 3 💬 0 📌 0

Y

20.11.2024 13:39 👍 0 🔁 0 💬 0 📌 0
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Excited to announce the second iteration of our TUM AI Lecture series!

We'll be having a lineup of top-notch speakers across areas in AI from both academia and industry. Talks will be streamed live and and remain available online - check out prev talks:

niessner.github.io/TUM-AI-Lectu...

20.11.2024 11:32 👍 37 🔁 7 💬 0 📌 1

I've created a startepack on Generative Modeling: go.bsky.app/Hd9ykTw

19.11.2024 09:57 👍 86 🔁 26 💬 17 📌 1

Future Bsky homes for our #computervision conferences!

@cvprconference.bsky.social

@iccv.bsky.social

@eccv.bsky.social

@wacvconference.bsky.social

Stay tuned!

19.11.2024 14:05 👍 72 🔁 23 💬 3 📌 1

@karpathy.bsky.social could potentially be added ;)

19.11.2024 13:36 👍 0 🔁 0 💬 0 📌 0

Yeah here's my geometry processing starter pack. I hand-picked researchers and practitioners either in geometry processing or not, and some people are definitely missing so,
go.bsky.app/Dqw66qn

18.11.2024 17:59 👍 52 🔁 18 💬 7 📌 1

Converted my Graphics Research list to a starter pack (not sure what's the difference though). Let me know who we are missing here :)

Here goes! go.bsky.app/ApQNTt2

18.11.2024 16:05 👍 58 🔁 17 💬 3 📌 0