5 papers · 1 filter
Global-Local Aware Scene Text Editing
Fuxiang Yang, Tonghua Su, Donglin Di +4
Scene Text Editing (STE) involves replacing text in a scene image with new target text while preserving both the original text style and background texture. Existing methods suffer…
Multimodal Continual Instruction Tuning with Dynamic Gradient Guidance
Songze Li, Mingyu Gao, Tonghua Su +2
Multimodal continual instruction tuning enables multimodal large language models to sequentially adapt to new tasks while building upon previously acquired knowledge. However, this…
DUKAE: DUal-level Knowledge Accumulation and Ensemble for Pre-Trained Model-Based Continual Learning
Songze Li, Tonghua Su, Xu-Yao Zhang +2
Pre-trained model-based continual learning (PTMCL) has garnered growing attention, as it enables more rapid acquisition of new knowledge by leveraging the extensive foundational un…
Exploiting Stability-Plasticity Asymmetry in Pretrained Detectors for Incremental Object Detection
Songze Li, Qixing Xu, Tonghua Su +3
Pretrained model-based incremental object detection (PTMIOD) leverages the rich detection priors of pretrained detectors to learn new categories incrementally while preserving dete…
GUSLO: General and Unified Structured Light Optimization
Tinglei Wan, Tonghua Su, Zhongjie Wang
Structured light (SL) 3D reconstruction captures the precise surface shape of objects, providing high-accuracy 3D data essential for industrial inspection and cultural heritage dig…