EfficientPosterGen: Semantic-aware Efficient Poster Generation via Token Compression and Accurate Violation Detection

EfficientPosterGen is an end-to-end framework that automates academic poster generation by integrating semantic-aware retrieval, visual-based context compression to reduce token usage, and a deterministic algorithm for reliable layout violation detection, thereby achieving high-quality, token-efficient, and layout-accurate results.

Wenxin Tang, Jingyu Xiao, Yanpei Gong + 6 more2026-03-03🤖 cs.AI

SKINOPATHY AI: Smartphone-Based Ophthalmic Screening and Longitudinal Tracking Using Lightweight Computer Vision

SKINOPATHY AI is a privacy-preserving, smartphone-based web application that utilizes lightweight computer vision algorithms to perform five complementary, non-diagnostic ophthalmic screening tasks and longitudinal tracking entirely on-device, thereby enabling accessible eye health monitoring in low-resource settings without specialized equipment or cloud inference.

S. Kalaycioglu, C. Hong, M. Zhu + 1 more2026-03-03🤖 cs.LG

A Boundary-Metric Evaluation Protocol for Whiteboard Stroke Segmentation Under Extreme Imbalance

This paper proposes a comprehensive evaluation protocol for whiteboard stroke segmentation that addresses extreme class imbalance by integrating boundary-aware metrics and thin-subset equity analysis, revealing that overlap-based losses and higher resolution significantly outperform standard cross-entropy and classical binarization methods in both accuracy and worst-case reliability.

Nicholas Korcynski2026-03-03🤖 cs.LG

ConFoThinking: Consolidated Focused Attention Driven Thinking for Visual Question Answering

ConFoThinking is a novel framework for Visual Question Answering that enhances fine-grained perception by consolidating fragmented attention signals into a designated intermediate layer and utilizing concise semantic cues to accurately localize and zoom in on salient regions, thereby overcoming the limitations of existing tool-augmented and attention-driven methods.

Zhaodong Wu, Haochen Xue, Qi Cao + 5 more2026-03-03💻 cs