Author

Yihong Gong

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Aug 2026

Incremental Vision–Language Object Detection via Sparse Frequency Transform

Vision-language object detectors (VLODs) pretrained on large image-text corpora exhibit strong zero-shot detection abilities, yet their performance often degrades on specialized downstream tasks that arrive sequentially. Hence, we study Incremental Vision-Language Object Detection (IVLOD), which requires continually ad...

Xiang Song, Zi-Ye Yang, Yu-Hang He et al. · IEEE Transactions on Image P... · 0 citations

Jul 2026

CoRe: A Comprehensive Framework for Cross-Image Comparative Reasoning in Vision-Language Models

Experiments show that CoRe substantially outperforms existing VLMs on CoRe-Bench while remaining competitive on standard multimodal benchmarks, achieving a 28.2-point gain in partial accuracy over the strongest baseline.

Lin Peng, Cong Wan, Zeyu Guo et al. · arXiv.org · 0 citations

Preprint Aug 2026

BPG: Balancing Plasticity and Generalization for Domain Incremental Learning

Deep neural networks excel in various tasks but struggle to generalize across evolving data distributions, leading to significant performance degradation under domain shifts. Domain incremental learning (DIL) addresses this challenge by enabling models to continuously adapt while retaining prior knowledge. Among existi...

Qiang Wang, Songlin Dong, Shao-Kun Wang et al. · 0 citations