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Author

Shuang Chen

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Oct 2026

ACESemiCD: an adaptive change-aware enhanced semi-supervised change detection method based on consistency regularization

ABSTRACT Semi-supervised change detection (SSCD) leverages limited labelled data in conjunction with abundant unlabelled data to reduce pixel-level annotation costs and enhance model generalization. However, consistency-regularized SSCD approaches still face two key issues: (1) limited initial annotations increase pred...

Shuang Chen, Xiao-Qin Wang, Hai-Han Lin et al. · 0 citations
#small language model Preprint Oct 2026

Behavior Pack Optimization for Video MLLM Post-Training

Video multimodal large language models (MLLMs) keep climbing video question answering benchmarks, yet shuffling the frames, masking the segment that supports the answer, or occluding the target object barely changes their predictions. The accuracy rests on appearance and language priors, not on the temporal evidence th...

Zhaolu Kang, Shi-Yu Liu, Tai-Long Luo et al. · 0 citations

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