P2Echo segments multi-view echocardiography from text prompts with one model
A routing module switches decoder pathways by view and structure, matching specialists at lower compute.
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Stories tagged #segmentation
Tencent Releases WeVisOne-VL Unified Vision Language Model
Tencent's WeVisOne-VL handles detection, OCR, segmentation and matting in one open model for 2B and 4B sizes.
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Akamai analyzes Node2Shell flaw CVE-2026-111497
The published outline lists vulnerability details, affected versions, and mitigations, but those specifics are not in the text.
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WeVisOne-VL unifies object- and pixel-level visual perception
A pixel decoder behind an <OBJ> token emits boxes, masks, and mattes after curriculum SFT and mixed-task RL.
PaceShift adds guarded curriculum training for dense prediction
The method keeps the deployed architecture unchanged and adds no inference computation; code is not yet public.
Policy-Mask picks diffusion features under a channel budget
Authors report 38.9 mIoU on ADE20K and adapt the method to PixArt-Σ and SD3.5 MMDiT.
Xiaomi-Lens-0 adds mask prediction to a 4B Qwen3.5 model
A lightweight decoder turns the model's own visual latents into masks, lifting referring comprehension 5.6 points over Qwen3.5.
Cropland PAtteRNS: Parallel Dimensional Attention Networks and Attention to Dataset Disparity for Crop Segmentation in Satellite Imagery Time Series Data
PAtteRNS factorizes temporal, spectral, and spatial attention for Sentinel-2 cropland segmentation.
LightMIS: Ultra-Lightweight Medical Image Segmentation Without a Stage-Wise Decoder
LightMIS segments medical images with 0.131M parameters and near Mobile U-ViT Dice while cutting compute sharply.
FleXray: Universal Clinical X-ray Segmentation
MIT CSAIL releases FleXray, a model that segments 60 anatomical structures in clinical X-rays.
PANORAMA: Panoptic Grounded Captioning via Mask Proposal Selection
PANORAMA grounds vision-language caption phrases in pixel-level masks via mask proposal selection, achieving state-of-the-art grounding on the new PanoCaps benchmark.
PANORAMA: Panoptic Grounded Captioning via Mask Proposal Selection
Researchers introduce PANORAMA, a vision-language model grounding caption phrases in pixel masks, alongside the PanoCaps benchmark and gPQ metric.
Unified CT and MRI Pancreas Segmentation for Label-Efficient Cross-Modality Subregion Transfer
Domain-adversarial nnU-Net trained on 4,604 CT/MRI scans achieves 87.31% Dice pancreas segmentation with label-efficient subregion transfer.
NIS2 Compliance in the AI Age: Why Traditional Cybersecurity Isn’t Enough
Akamai argues NIS2 compliance is harder in the AI age, outlining four key challenges and urging network segmentation as essential.
Tufin expands Unified Control Plane with AI intelligence and multi-vendor automation
Tufin's TOS 5.3 adds AI-powered Segmentation Intelligence and multi-vendor automation for AWS, Palo Alto, VMware NSX-T, and Cisco Meraki to its Unified Control Plane.