5 papers
EvoIR-Agent: Self-Evolving Image Restoration Agentic System via Experience-Driven Learning
Kailin Zhuang, Jiawei Wu, Zhi Jin
Multimodal Large Language Model (MLLM)-driven image restoration agent demonstrates effectiveness in degradation coupling scenarios by flexibly selecting tools and determining remov…
MARR: Module-Adaptive Residual Reconstruction for Low-Bit Post-Training Quantization
Le Su, Xing Luo, Zhi Jin
Recently, residual reconstruction-based model quantization methods have achieved promising performance in low-bit post-training quantization (PTQ) by introducing cross-layer residu…
RT-RMOT: A Dataset and Framework for RGB-Thermal Referring Multi-Object Tracking
Yanqiu Yu, Zhifan Jin, Sijia Chen +4
Referring Multi-Object Tracking has attracted increasing attention due to its human-friendly interactive characteristics, yet it exhibits limitations in low-visibility conditions,…
NTIRE 2025 Challenge on Low Light Image Enhancement: Methods and Results
Xiaoning Liu, Zongwei Wu, Florin-Alexandru Vasluianu +102
This paper presents a comprehensive review of the NTIRE 2025 Low-Light Image Enhancement (LLIE) Challenge, highlighting the proposed solutions and final outcomes. The objective of…
FastScene: Text-Driven Fast 3D Indoor Scene Generation via Panoramic Gaussian Splatting
Yikun Ma, Dandan Zhan, Zhi Jin
Text-driven 3D indoor scene generation holds broad applications, ranging from gaming and smart homes to AR/VR applications. Fast and high-fidelity scene generation is paramount for…