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Runmin Wang

3 accepted papers

2025

Adaptive Prototype Replay for Class Incremental Semantic Segmentation

AAAI 2025technical

Class incremental semantic segmentation (CISS) aims to segment new classes during continual steps while preventing the forgetting of old knowledge. Existing methods alleviate catastrophic forgetting by replaying distributions of previously learned classes using stored prototypes or features. However…

2025

Continual Gaussian Mixture Distribution Modeling for Class Incremental Semantic Segmentation

NeurIPS 2025poster

Class incremental semantic segmentation (CISS) enables a model to continually segment new classes from non-stationary data while preserving previously learned knowledge. Recent top-performing approaches are prototype-based methods that assign a prototype to each learned class to reproduce previous k…

Cited by 0SourceScholar
2025

StyleSRN: Scene Text Image Super-Resolution with Text Style Embedding

ICCV 2025poster

Scene text image super-resolution (STISR) focuses on enhancing the clarity and readability of low-resolution text images. Existing methods often rely on text probability distribution priors derived from text recognizers to guide the super-resolution process. While effective in capturing general stru…