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Daming Shi

5 accepted papers

2025

Golden Cudgel Network for Real-Time Semantic Segmentation

CVPR 2025poster

Recent real-time semantic segmentation models, whether single-branch or multi-branch, achieve good performance and speed. However, their speed is limited by multi-path blocks, and some depend on high-performance teacher models for training. To overcome these issues, we propose Golden Cudgel Network…

2023

Scalable Communication for Multi-Agent Reinforcement Learning via Transformer-Based Email Mechanism

IJCAI 2023poster

Communication can impressively improve cooperation in multi-agent reinforcement learning (MARL), especially for partially-observed tasks. However, existing works either broadcast the messages leading to information redundancy, or learn targeted communication by modeling all the other agents as targe…

Cited by 7SourcePDFScholar
2021

Adaptive Unfolding Total Variation Network for Low-Light Image Enhancement

ICCV 2021poster

Real-world low-light images suffer from two main degradations, namely, inevitable noise and poor visibility. Since the noise exhibits different levels, its estimation has been implemented in recent works when enhancing low-light images from raw Bayer space. When it comes to sRGB color space, the noi…

Cited by 130PDFcodeScholar
2019

Robust Facial Landmark Detection via Occlusion-Adaptive Deep Networks

CVPR 2019poster

In this paper, we present a simple and effective framework called Occlusion-adaptive Deep Networks (ODN) with the purpose of solving the occlusion problem for facial landmark detection. In this model, the occlusion probability of each position in high-level features are inferred by a distillation mo…

Cited by 163PDFScholar