We’re introducing Segmentation. SVG masks from prompt, points, or... box. SOTA on benchmarks.show more

Segment Any 3D Gaussians paper page: Interactive 3D segmentation... in radiance fields is an appealing task since its importance in 3D scene understanding and manipulation. However, existing methods face challenges in either achieving fine-grained, multi-granularity segmentation or contending with substantial computational overhead, inhibiting real-time interaction. In this paper, we introduce Segment Any 3D GAussians (SAGA), a novel 3D interactive segmentation approach that seamlessly blends a 2D segmentation foundation model with 3D Gaussian Splatting (3DGS), a recent breakthrough of radiance fields. SAGA efficiently embeds multi-granularity 2D segmentation results generated by the segmentation foundation model into 3D Gaussian point features through well-designed contrastive training. Evaluation on existing benchmarks demonstrates that SAGA can achieve competitive performance with state-of-the-art methods. Moreover, SAGA achieves multi-granularity segmentation and accommodates various prompts, including points, scribbles, and 2D masks. Notably, SAGA can finish the 3D segmentation within milliseconds, achieving nearly 1000x acceleration compared to previous SOTA.show more

Moondream segmenting delivers pixel-accurate vector masks for arms, packages,... and conveyor bins. A free, open-source model with state-of-the-art segmentation benchmarks, built for real-world automation.show more

Introducing benchmark tracking across all of arXiv With thousands... of models and benchmarks out there, it's impossible to track what's actually state-of-the-art We now index results from millions of papers to surface which models are SOTA according to open source research!show more

Gpt 5 vs Grok 4 SVG animation, (same prompt)

Grep just achieved SOTA on the three major deep... research benchmarks, beating Perplexity, Google, Nvidia, OpenAI, and Anthropic. We're a two-person founding team.show more

GPT 5 vs Gemini 2.5 Pro SVG prompt: pelican... riding a bicycle animationshow more

Today we're releasing the Segment Anything Model (SAM) —... a step toward the first foundation model for image segmentation. SAM is capable of one-click segmentation of any object from any photo or video + zero-shot transfer to other segmentation tasks ➡️show more

Most 3DGS segmentation tools either pre‑train per scene or... lock errors into a feature field you can’t undo. ArtisanGS instead turns a few 2D masks into editable 3D object selections via Cutie tracking + black‑box splat aggregation, then lets you iteratively correct mistakes with consistent 2D/3D selection modes. 📗 #NVIDIAResearch paper:show more

prompt box attachment interaction ⎯⟡°

you can now generate prompts from images in Krea... drag & drop any image into the prompt box -> get a prompt for itshow more

just updated my Segment Anything 2 (SAM2) Hugging Face... space now you can run the model in two modes - box prompt and automatic mask generation; I'll try to add short video segmentation today link to space if you want to have some fun:show more

The new model Extract Object by Bria is now... live on fal! - Isolates any object from an image with a single API call - Turns a natural-language prompt into a clean RGBA-PNG cutout - Outputs composite-ready results with no masks or manual editing requiredshow more

.Groq Inc has introduced prompt caching for the SOTA... open-source coding model, Kimi-k2. What does this mean for you? Significantly reduced costs with Kimi-k2 on its fastest provider. Check the price: left side without prompt caching, right side with prompt caching.show more

Screen Studio 3.1 is here Introducing Masks: Blur sensitive... data or highlight what matters in your recordings. From passwords to API keys - keep your data private while recording. Give it a try and share your feedback!show more

RF-DETR just landed to Hugging Face transformers 🥵🔥 sota... real-time detection & segmentation models by Roboflow 💜 > play with our real-time demo > fine-tune the models on your use case with our tutorials (takes a toaster's VRAM) > or just hand them to your agents 😄show more

🚀A Simple Baseline for Streaming Video Understanding🚀 #SimpleStream reveals... a simple baseline of *recent N-frame sliding window* beats SOTA memory-based methods on standard streaming video benchmarks lmms-lab - Project: - Code:show more

1/ Introducing Parallel Points 🧵

Introducing the Moneyball Card! 🏀 Each 3-pointer = +4... Points Splash from deep, stack the bag 💰show more

Bridgeless BTC staking with triple points from @SymbioticFi, @MellowProtocol,... & iBTC—it's here 🔥 We’re live on the Symbiotic mainnet with a new Mellow vault at launch More yield, more points👇show more