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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 7Source ↗PDF ↗Scholar ↗
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 130PDF ↗code ↗Scholar ↗
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 163PDF ↗Scholar ↗