🔥🔥Super-Hard Poll folks🔥🔥

👉 This dilemma is driving me crazy. Vote: https://www.linkedin.com/posts/visionarynet_activity-7421974594917588992-YNAG

(and of course comment here)

🌻MLLMs Fine Segmentation🌻

👉SimpleSeg: MLLMs with native pixel-level perception. Repo & Model available💙

👉Review https://t.ly/eVguh
👉Paper arxiv.org/pdf/2601.19228
👉Project simpleseg.github.io/
👉Repo github.com/songtianhui/SimpleSeg

🔥 DeepSeek-OCR 2 is out 🔥

👉DeepSeek-AI announced the new version of its powerful SOTA OCR. A new architectural approach with the potential to achieve genuine 2D reasoning. Codes & weights💙

👉Review https://t.ly/gX4bX
👉Paper https://arxiv.org/pdf/2601.20552
👉Repo github.com/deepseek-ai/DeepSeek-OCR-2

📊 SOTA Style Transfer 📊

👉TeleAI unveils TeleStyle, a lightweight yet effective model for image/video stylization. Built upon Qwen-Image-Edit, TeleStyle leverages the base model’s robust capabilities in content preservation & style customization. Code & Model released💙

👉Review https://t.ly/viVR0
👉Paper arxiv.org/pdf/2601.20175
👉Project tele-ai.github.io/TeleStyle/
👉Repo github.com/Tele-AI/TeleStyle

🍑 Metric Anything is out 🍑

👉Metric Anything (Li Auto inc.) is a simple and scalable pretraining framework that learns metric depth from noisy, diverse 3D sources without manually engineered prompts, camera-specific modeling, or task-specific architectures. Impressive. Code announced 💙

👉Review https://t.ly/54Ccr
👉Paper arxiv.org/pdf/2601.22054
👉Project metric-anything.github.io/metric-anything-io/
👉Repo github.com/metric-anything/metric-anything

The hottest website on Earth right now: https://www.moltbook.com

What do you think about it?

🌈Segment Any Events by Language🌈

👉SEAL (by NUS) is the first Semantic-aware Segment Any Events framework that addresses Open-Vocabulary Event Instance Segmentation. Code announced💙

👉Review https://t.ly/1ZMF0
👉Paper https://arxiv.org/pdf/2601.23159
👉Project https://0nandon.github.io/SEAL/
👉Repo https://github.com/0nandon/SEAL

👉RAM prices skyrocketing

👉Me acting like a rich kid.

Let's talk: https://www.linkedin.com/posts/visionarynet_ai-ram-ddr5-activity-7424127924020072448-NbaO

🐮CoWTracker: Track-Warping🐮


👉CoWTracker (VGG + META) is a novel dense point tracker that eschews cost volumes in favor of warping. Code/Models under FAIR NC💙

👉Review https://t.ly/6bAn9
👉Paper https://arxiv.org/pdf/2602.04877
👉Project https://cowtracker.github.io/
👉Repo https://github.com/facebookresearch/cowtracker

🌈TrajVG Trajectory-Geometry🌈

👉TrajVG is a novel reconstruction framework that makes cross-frame 3D correspondence an explicit prediction by estimating camera-coordinate 3D trajectories. Code announced💙

👉Review https://t.ly/yVi01
👉Paper arxiv.org/pdf/2602.04439
👉Project xingy038.github.io/TrajVG/
👉Repo github.com/xingy038/TrajVG