Search Results for author: Siyang Sun

Found 10 papers, 1 papers with code

CoReS: Orchestrating the Dance of Reasoning and Segmentation

no code implementations8 Apr 2024 Xiaoyi Bao, Siyang Sun, Shuailei Ma, Kecheng Zheng, Yuxin Guo, Guosheng Zhao, Yun Zheng, Xingang Wang

We believe that the act of reasoning segmentation should mirror the cognitive stages of human visual search, where each step is a progressive refinement of thought toward the final object.

Segmentation

Understanding the Multi-modal Prompts of the Pre-trained Vision-Language Model

no code implementations18 Dec 2023 Shuailei Ma, Chen-Wei Xie, Ying WEI, Siyang Sun, Jiaqi Fan, Xiaoyi Bao, Yuxin Guo, Yun Zheng

In this paper, we conduct a direct analysis of the multi-modal prompts by asking the following questions: $(i)$ How do the learned multi-modal prompts improve the recognition performance?

Language Modelling

Relevant Intrinsic Feature Enhancement Network for Few-Shot Semantic Segmentation

no code implementations11 Dec 2023 Xiaoyi Bao, Jie Qin, Siyang Sun, Yun Zheng, Xingang Wang

To improve the semantic consistency of foreground instances, we propose an unlabeled branch as an efficient data utilization method, which teaches the model how to extract intrinsic features robust to intra-class differences.

Few-Shot Semantic Segmentation Semantic Segmentation

RA-CLIP: Retrieval Augmented Contrastive Language-Image Pre-Training

no code implementations CVPR 2023 Chen-Wei Xie, Siyang Sun, Xiong Xiong, Yun Zheng, Deli Zhao, Jingren Zhou

This process can be considered as an open-book exam: with the reference set as a cheat sheet, the proposed method doesn't need to memorize all visual concepts in the training data.

Classification Image Classification +5

The Field-of-View Constraint of Markers for Mobile Robot with Pan-Tilt Camera

no code implementations24 Sep 2019 Hongxuan Ma, Wei Zou, Zheng Zhu, Siyang Sun, Zhaobing Kang

In the field of navigation and visual servo, it is common to calculate relative pose by feature points on markers, so keeping markers in camera's view is an important problem.

Position

Multiple receptive fields and small-object-focusing weakly-supervised segmentation network for fast object detection

no code implementations19 Apr 2019 Siyang Sun, Yingjie Yin, Xingang Wang, De Xu, Yuan Zhao, Haifeng Shen

To address this problem, we propose a multiple receptive field and small-object-focusing weakly-supervised segmentation network (MRFSWSnet) to achieve fast object detection.

Object object-detection +3

Multi-loss-aware Channel Pruning of Deep Networks

no code implementations27 Feb 2019 Yiming Hu, Siyang Sun, Jianquan Li, Jiagang Zhu, Xingang Wang, Qingyi Gu

Particularly, we introduce an additional loss to encode the differences in the feature and semantic distributions within feature maps between the baseline model and the pruned one.

General Classification

A novel channel pruning method for deep neural network compression

no code implementations29 May 2018 Yiming Hu, Siyang Sun, Jianquan Li, Xingang Wang, Qingyi Gu

In order to accelerate the selection process, the proposed method formulates it as a search problem, which can be solved efficiently by genetic algorithm.

Combinatorial Optimization Knowledge Distillation +1

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