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Chen-Bin Feng

3 accepted papers

2026

FSOD-VFM: Few-Shot Object Detection with Vision Foundation Models and Graph Diffusion

ICLR 2026poster

In this paper, we present FSOD-VFM: Few-Shot Object Detectors with Vision Foundation Models, a framework that leverages vision foundation models to tackle the challenge of few-shot object detection. FSOD-VFM integrates three key components: a universal proposal network (UPN) for category-agnostic bo…

Cited by 0SourcecodeScholar
2025

Towards Fully Test-Time Adaptation via Variance Balancing and Semantic Augmentation

ICASSP 2025accepted

Fully test-time adaptation (FTTA) is to adapt a model trained on a source domain to a target domain during the testing phase. Traditional methods like entropy minimization primarily focus on reducing uncertainty in output predictions, yet often overlook the diversity in target prediction results, wh…

Cited by 0SourceScholar
2024

Seam Mask Guided Partial Reconstruction with Quantum-Inspired Local Aggregation For Deep Image Stitching

ICASSP 2024accepted

In image stitching, artifacts caused by misalignment affect the visual quality and the performance of subsequent tasks such as segmentation and detection. This paper proposes SMPR, a reconstruction-based aligned image composition method to minimize artifacts. SMPR fuses images in part of the overlap…

Cited by 0SourceScholar