Author

Jinghong Liu

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Jul 2026

Benchmarking Foundation and Large Language Models for Few-Shot Medical Image Segmentation

FAME is introduced, a unified benchmark for evaluating FS-MIS solutions, covering specialists, SAM-based methods, CLIP-based methods, and MLLM-based methods, and evaluates models under zero-shot and ten-shot settings with additional assessment of target-absence recognition and generalization under covariate and semanti...

Jinghong Liu, Yuchuan Deng, Fan-Ping Liu et al. · arXiv.org · 0 citations

Jul 2026

EgoGenesis: Egocentric World-Action Modeling with Online Anchored Projective Memory and Action-3D RoPE

Method, an egocentric world-action simulator that synthesizes controllable, high-quality manipulation videos to expand scarce real-world training data, is presented, demonstrating that the synthesized data substantially improve downstream WAM generalization.

Zexuan Yan, Yuzhou Wu, Yue Ma et al. · arXiv.org · 0 citations