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20242026
most citedMIPI 2024 Challenge on Demosaic for HybridEVS Camera: Methods and Results

2 citations · 5 across the 13 of their papers we have counts for

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cs.CV2026

SafeBuild-Bench: A Temporal-Robust Construction Safety Benchmark with Graph-Enhanced Data Mining

Yi Cui, Zilin Wang, Yijie Xu +5

Construction-safety models must handle concrete deployment risks, such as a worker standing near a scaffold edge without guardrails, rather than only recognize common objects in cu…

cs.CV2025

Beyond Boundaries: Leveraging Vision Foundation Models for Source-Free Object Detection

Huizai Yao, Sicheng Zhao, Pengteng Li +6

Source-Free Object Detection (SFOD) aims to adapt a source-pretrained object detector to a target domain without access to source data. However, existing SFOD methods predominantly…

cs.CV2025

See&Trek: Training-Free Spatial Prompting for Multimodal Large Language Model

Pengteng Li, Pinhao Song, Wuyang Li +5

We introduce SEE&TREK, the first training-free prompting framework tailored to enhance the spatial understanding of Multimodal Large Language Models (MLLMS) under vision-only const…

cs.CV2025

VSI: Visual Subtitle Integration for Keyframe Selection to enhance Long Video Understanding

Jianxiang He, Meisheng Hong, Jungang Li +3

Multimodal large language models (MLLMs) demonstrate exceptional performance in vision-language tasks, yet their processing of long videos is constrained by input context length an…

cs.CV2025★ 1 cited

Logic-in-Frames: Dynamic Keyframe Search via Visual Semantic-Logical Verification for Long Video Understanding

Weiyu Guo, Ziyang Chen, Shaoguang Wang +5

Understanding long video content is a complex endeavor that often relies on densely sampled frame captions or end-to-end feature selectors, yet these techniques commonly overlook t…