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Linna Zhang

5 papers

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papers

Publications (5)

cs.CV2026

Not all tokens contribute equally to diffusion learning

Guoqing Zhang, Lu Shi, Wanru Xu +4

With the rapid development of conditional diffusion models, significant progress has been made in text-to-video generation. However, we observe that these models often neglect sema…

cs.CV2026

MSD-Score: Multi-Scale Distributional Scoring for Reference-Free Image Caption Evaluation

Shichao Kan, Xuyang Zhang, Haojie Zhang +7

Evaluating image captions without references remains challenging because global embedding similarity often misses fine-grained mismatches such as hallucinated objects, missing attr…

cs.CV2025

Object Retrieval for Visual Question Answering with Outside Knowledge

Shichao Kan, Yuhai Deng, Jiale Fu +5

Retrieval-augmented generation (RAG) with large language models (LLMs) plays a crucial role in question answering, as LLMs possess limited knowledge and are not updated with contin…

cs.CV2023

Layer-adaptive Structured Pruning Guided by Latency

Siyuan Pan, Linna Zhang, Jie Zhang +3

Structured pruning can simplify network architecture and improve inference speed. Combined with the underlying hardware and inference engine in which the final model is deployed, b…

cs.CV2024

Patch Spatio-Temporal Relation Prediction for Video Anomaly Detection

Hao Shen, Lu Shi, Wanru Xu +3

Video Anomaly Detection (VAD), aiming to identify abnormalities within a specific context and timeframe, is crucial for intelligent Video Surveillance Systems. While recent deep le…

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