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cs.CV2025

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models

Guosheng Zhang, Keyao Wang, Haixiao Yue +5

Face Anti-Spoofing (FAS) is essential for ensuring the security and reliability of facial recognition systems. Most existing FAS methods are formulated as binary classification tas…

cs.CV2024

FullAnno: A Data Engine for Enhancing Image Comprehension of MLLMs

Jing Hao, Yuxiang Zhao, Song Chen +6

Multimodal Large Language Models (MLLMs) have shown promise in a broad range of vision-language tasks with their strong reasoning and generalization capabilities. However, they hea…

cs.CV2024

Add-SD: Rational Generation without Manual Reference

Lingfeng Yang, Xinyu Zhang, Xiang Li +7

Diffusion models have exhibited remarkable prowess in visual generalization. Building on this success, we introduce an instruction-based object addition pipeline, named Add-SD, whi…

cs.CV2024

OVLW-DETR: Open-Vocabulary Light-Weighted Detection Transformer

Yu Wang, Xiangbo Su, Qiang Chen +6

Open-vocabulary object detection focusing on detecting novel categories guided by natural language. In this report, we propose Open-Vocabulary Light-Weighted Detection Transformer…

cs.CV2024

LW-DETR: A Transformer Replacement to YOLO for Real-Time Detection

Qiang Chen, Xiangbo Su, Xinyu Zhang +12

In this paper, we present a light-weight detection transformer, LW-DETR, which outperforms YOLOs for real-time object detection. The architecture is a simple stack of a ViT encoder…