2 papers
cs.CV2026
GeoSeg: Training-Free Reasoning-Driven Segmentation in Remote Sensing Imagery
Lifan Jiang, Yuhang Pei, oxi Wu +5
Recent advances in MLLMs are reframing segmentation from fixed-category prediction to instruction-grounded localization. While reasoning based segmentation has progressed rapidly i…
cs.CV2024
Multi-method Integration with Confidence-based Weighting for Zero-shot Image Classification
Siqi Yin, Lifan Jiang
This paper introduces a novel framework for zero-shot learning (ZSL), i.e., to recognize new categories that are unseen during training, by using a multi-model and multi-alignment…