Panwang Pan

Generative Models

[Panwang Pan @paulpanwang]

Appreciate the mention! It’s exciting to see PartCrafter being explored as a world model.

💻 Check out the repo: https://t.co/K4UPW1ISBL

[Jitendra MALIK @JitendraMalikCV]

@jon_barron "World models" has a technical meaning - the transition model/dynamics model from Bellman/Kalman in the context of MDPs/ state space approach to control theory ~ 1960. I gave a talk on this history https://t.co/O3zzAbmIKb

[Jitendra MALIK @JitendraMalikCV]

@jon_barron "World models" has a technical meaning - the transition model/dynamics model from Bellman/Kalman in the context of MDPs/ state space approach to control theory ~ 1960. I gave a talk on this history https://t.co/O3zzAbmIKb

[World Labs @theworldlabs]

We're excited to be rolling out two model updates today!

Marble 1.1: Improves lighting and contrast, with a major reduction in visual artifacts.

Marble 1.1-Plus: Our new model built for scale. Create larger, more complex environments than ever before.

[AK @_akhaliq]

WorldCam

Interactive Autoregressive 3D Gaming Worlds with Camera Pose as a Unifying Geometric Representation

paper: https://t.co/2Ek7HQSM2d

[Panwang Pan @paulpanwang]

@fangfu0830 cool~

[Tongyi Lab @Ali_TongyiLab]

Qwen-Image-Edit-2511 is here!
We’ve pushed the boundaries of consistency and control. A massive leap over the 2509 version, specifically built for real-world workflows.
Model：
🤗 Hugging Face: https://t.co/5TWncOSkXk
🧭 ModelScope: https://t.co/n97aasRwad

[Panwang Pan @paulpanwang]

@VibeMarketer_ Good job 🔥

[Panwang Pan @paulpanwang]

Awesome work ！

[Hanwen Jiang @hanwenjiang1]

(1/N) Will this be the BERT/GPT moment for 3D vision？
Finally, unsupervised pre-training for 3D works.

Led by @qitao_zhao , we present E-RayZer — a fully self-supervised 3D reconstruction model that:
🔥Matches or surpasses supervised methods like VGGT
👀Learns transferable 3D representations, outperforming CroCo, VideoMAE, and DINO
📈Scales with more unlabeled data

A new recipe for scalable 3D foundation models.

[Panwang Pan @paulpanwang]

🚀 Excited to be attending #NeurIPS2025 in SD!
We'll be presenting our work, PartCrafter 🌐,
🗓️ Today from 11:00 AM – 2:00 PM at Poster #4511.
Let’s connect and chat about 3D AIGC.
See you there! 👋📷✨

[Panwang Pan @paulpanwang]

🎉 Big thanks to @_akhaliq for featuring our work! We’re excited to release the 💻 code & 🤗 Hugging Face checkpoints for PartCrafter:
👉 https://t.co/K4UPW1IkMd
---
⭐️ PartCrafter generates multiple parts from a single RGB image in one unified pass.
Stay tuned for updates! 🚀

[Panwang Pan @paulpanwang]

Heading to NeurIPS? 🚀

We released DynamicVerse!

🔗 Project: https://t.co/JU5CGZLf6B

🤗 Data: https://t.co/MeGdGv268U

If you're passionate about World Models, VLMs, or Generative models, let's connect and chat!

#NeurIPS2025 #WorldModels #3DAIGC

[Panwang Pan @paulpanwang]

@luo_fuli14427 @XiaomiMiMo congrats

[Panwang Pan @paulpanwang]

Huge congrats to @jianfengzhang95 on their significant contributions to 3D Generation Models.

[Jianfeng Zhang @jianfengzhang95]

🚀 Thrilled to introduce Seed3D 1.0, a foundation model that generates High-Fidelity, Simulation-Ready 3D Assets directly from a Single Image!

✨ Key Capabilities:

1️⃣ High-fidelity Assets: Generates assets with accurate geometry, well-aligned textures, and physically-based materials.

2️⃣ Direct Integration: Assets integrate into physics engines with minimal configuration, enabling deployment in robotic manipulation and simulation training.

3️⃣ Scalable Generation: Beyond individual objects, scales to complete scene generation by assembling objects into coherent environments.

Seed3D 1.0 provides a foundation for advancing physics-based world simulators.

👇 Explore the full details, architecture, and results in the thread below.

📄 Paper: https://t.co/DKF2909bm4
🌐 Project: https://t.co/LoQl5eH9Yp

#3DGeneration #EmbodiedAI #WorldSimulators #FoundationModel

[Panwang Pan @paulpanwang]

Congrats @hanwenjiang1 for the impactful work!

Implicit 3D representation is the future.

❌ No 3D-aware architecture
❌ No 3D representation or rendering equation
📷 Yet, 3D awareness emerges.

[Hanwen Jiang @hanwenjiang1]

Supervised learning has held 3D Vision back for too long.

Meet RayZer — a self-supervised 3D model trained with zero 3D labels:
❌ No supervision of camera & geometry
✅ Just RGB images

And the wild part? RayZer outperforms supervised methods (as 3D labels from COLMAP is noisy)

🌐 Project: https://t.co/YpHJIu0tfs
(1/4)

[Panwang Pan @paulpanwang]

Awesome ! Can't wait to try it out.

[AK @_akhaliq]

Wan2.2-Animate-14B is now available in anycoder

[Panwang Pan @paulpanwang]

@dagostov @_akhaliq anycoder: https://t.co/aWUfb8lgeK

[Panwang Pan @paulpanwang]

Thank you @emmanuel_2m for your interest in PartCrafter and for taking it to an industrial-grade level. Excellent work!

#partcrafter #3DViewer

[Emm | scenario.com @emmanuel_2m]

"Generate in Parts" just got better with "Split in Parts"! 🥹😇

@hervenivon added a toggle in the @Scenario_gg 3D viewer that instantly splits generated meshes into an exploded view.

See how PartCrafted breaks down your model - no need to download and check in Blender anymore.

[Emm | scenario.com @emmanuel_2m]

Beyond thrilled to officially roll out "Generate in Parts" on https://t.co/GEAwquPSLT - a new standard for Image-to-3D workflows!

Say goodbye to monolithic Al meshes, and hello to clean, modular 3D assets you can animate, edit, or 3D print.

Let's dive in with #PartCrafter👇!

[Panwang Pan @paulpanwang]

@XGGNet @emmanuel_2m thx

[Panwang Pan @paulpanwang]

🎉 Congrats to @emmanuel_2m on an incredible product—excited for the release!

It's inspiring to see PartCrafter scaled up and making an impact in industry apps. 🚀

---
🌐 PartCrafter: https://t.co/zc34SqsOCj

#partcrafter

[Emm | scenario.com @emmanuel_2m]

Say goodbye to monolithic AI meshes! 👋

We're rolling out "Generate in Parts" for 3D models on https://t.co/GEAwquPSLT, next week. Things will get modular. ⚙

Another wild update! :) 🚀

[Panwang Pan @paulpanwang]

Finished your project homepage? 🚀

Next step: create an app for everyone to experience! With Anycoder by @_akhaliq , you can instantly generate Python Gradio apps. 💻✨

Start building now: https://t.co/aWUfb8lgeK

#Gradio #AnyCoder #vibecoding

[Panwang Pan @paulpanwang]

It's awesome that we have the chance to get the homepage built on day 0, all powered by Kimi K2 and Groq!

Thanks to @_akhaliq for making it available in Anycoder.

try it out: https://t.co/aWUfb8kIpc

#Anycoder #kimik2 #groq