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Medical Education

Latest AI and machine learning research in medical education for healthcare professionals.

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Beyond Continuity: Simulation-free Reconstruction of Discrete Branching Dynamics from Single-cell Snapshots

Inferring cellular trajectories from destructive snapshots is complicated by the challenges of stoch...

Federated Distillation for Whole Slide Image via Gaussian-Mixture Feature Alignment and Curriculum Integration

Federated learning (FL) offers a promising framework for collaborative digital pathology by enabling...

PEACE: Cross-modal Enhanced Pediatric-Adult ECG Alignment for Robust Pediatric Diagnosis

Automated pediatric electrocardiogram (ECG) diagnosis remains challenging because models trained pre...

DOT-Sim: Differentiable Optical Tactile Simulation with Precise Real-to-Sim Physical Calibration

Simulating optical tactile sensors presents significant challenges due to their high deformability a...

Echo-α: Large Agentic Multimodal Reasoning Model for Ultrasound Interpretation

Ultrasound interpretation requires both precise lesion localization and holistic clinical reasoning,...

Generalizable Sparse-View 3D Reconstruction from Unconstrained Images

Reconstructing 3D scenes from sparse, unposed images remains challenging under real-world conditions...

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing

Recent image editing models have achieved strong visual fidelity but often struggle with tasks requi...

POCA: Pareto-Optimal Curriculum Alignment for Visual Text Generation

Current visual text generation models struggle with the trade-off between text accuracy and overall ...

Hardware-Software Co-Design for Event-Driven SNN Deployment on Low-Cost Neuromorphic FPGAs

Low-cost FPGA platforms can broaden access to neuromorphic systems research, but current spiking neu...

Towards Safe Mobility: A Unified Transportation Foundation Model enabled by Open-Ended Vision-Language Dataset

Urban transportation systems face growing safety challenges that require scalable intelligence for e...

Evaluation of image simulation open source solutions for simulation of synthetic images in lunar environment

Synthetic image generation is one of the crucial input for planetary missions. It enables researcher...

Knowledge Visualization: A Benchmark and Method for Knowledge-Intensive Text-to-Image Generation

Recent text-to-image (T2I) models have demonstrated impressive capabilities in photorealistic synthe...

Asset Harvester: Extracting 3D Assets from Autonomous Driving Logs for Simulation

Closed-loop simulation is a core component of autonomous vehicle (AV) development, enabling scalable...

XEmbodied: A Foundation Model with Enhanced Geometric and Physical Cues for Large-Scale Embodied Environments

Vision-Language-Action (VLA) models drive next-generation autonomous systems, but training them requ...

MetaCloak-JPEG: JPEG-Robust Adversarial Perturbation for Preventing Unauthorized DreamBooth-Based Deepfake Generation

The rapid progress of subject-driven text-to-image synthesis, and in particular DreamBooth, has enab...

Cross-Modal Attention Analysis and Optimization in Vision-Language Models: A Study on Visual Reliability

Vision-Language Models (VLMs) achieve strong cross-modal performance, yet recent evidence suggests t...

Sketch and Text Synergy: Fusing Structural Contours and Descriptive Attributes for Fine-Grained Image Retrieval

Fine-grained image retrieval via hand-drawn sketches or textual descriptions remains a critical chal...

SegMix:Shuffle-based Feedback Learning for Semantic Segmentation of Pathology Images

Segmentation is a critical task in computational pathology, as it identifies areas affected by disea...

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