Search Results for author: Jiangliu Wang

Found 13 papers, 8 papers with code

Adapting Segment Anything Model for Unseen Object Instance Segmentation

no code implementations23 Sep 2024 Rui Cao, Chuanxin Song, Biqi Yang, Jiangliu Wang, Pheng-Ann Heng, Yun-hui Liu

Unseen Object Instance Segmentation (UOIS) is crucial for autonomous robots operating in unstructured environments.

Decoder Segmentation +2

UC-NeRF: Uncertainty-aware Conditional Neural Radiance Fields from Endoscopic Sparse Views

1 code implementation4 Sep 2024 Jiaxin Guo, Jiangliu Wang, Ruofeng Wei, Di Kang, Qi Dou, Yun-hui Liu

In neural rendering, we design a base-adaptive NeRF network to exploit the uncertainty estimation for explicitly handling the photometric inconsistencies.

NeRF Neural Rendering +1

SR-Mamba: Effective Surgical Phase Recognition with State Space Model

1 code implementation11 Jul 2024 Rui Cao, Jiangliu Wang, Yun-hui Liu

Inspired by the recent success of Mamba, a state space model with linear scalability in sequence length, this paper presents SR-Mamba, a novel attention-free model specifically tailored to meet the challenges of surgical phase recognition.

Decoder Mamba +1

Free-SurGS: SfM-Free 3D Gaussian Splatting for Surgical Scene Reconstruction

1 code implementation3 Jul 2024 Jiaxin Guo, Jiangliu Wang, Di Kang, Wenzhen Dong, Wenting Wang, Yun-hui Liu

To tackle this problem, in this paper, we propose the first SfM-free 3DGS-based method for surgical scene reconstruction by jointly optimizing the camera poses and scene representation.

3DGS 3D Reconstruction +3

Advancing Vision Transformers with Group-Mix Attention

2 code implementations26 Nov 2023 Chongjian Ge, Xiaohan Ding, Zhan Tong, Li Yuan, Jiangliu Wang, Yibing Song, Ping Luo

The attention map is computed based on the mixtures of tokens and group proxies and used to re-combine the tokens and groups in Value.

Image Classification object-detection +2

Soft Neighbors are Positive Supporters in Contrastive Visual Representation Learning

no code implementations30 Mar 2023 Chongjian Ge, Jiangliu Wang, Zhan Tong, Shoufa Chen, Yibing Song, Ping Luo

We evaluate our soft neighbor contrastive learning method (SNCLR) on standard visual recognition benchmarks, including image classification, object detection, and instance segmentation.

Contrastive Learning Image Classification +6

AdaptFormer: Adapting Vision Transformers for Scalable Visual Recognition

2 code implementations26 May 2022 Shoufa Chen, Chongjian Ge, Zhan Tong, Jiangliu Wang, Yibing Song, Jue Wang, Ping Luo

To address this challenge, we propose an effective adaptation approach for Transformer, namely AdaptFormer, which can adapt the pre-trained ViTs into many different image and video tasks efficiently.

Action Recognition Video Recognition

Self-supervised Video Representation Learning by Uncovering Spatio-temporal Statistics

2 code implementations31 Aug 2020 Jiangliu Wang, Jianbo Jiao, Linchao Bao, Shengfeng He, Wei Liu, Yun-hui Liu

Specifically, given an unlabeled video clip, we compute a series of spatio-temporal statistical summaries, such as the spatial location and dominant direction of the largest motion, the spatial location and dominant color of the largest color diversity along the temporal axis, etc.

Action Recognition Representation Learning +3

Self-supervised Video Representation Learning by Pace Prediction

1 code implementation ECCV 2020 Jiangliu Wang, Jianbo Jiao, Yun-hui Liu

This paper addresses the problem of self-supervised video representation learning from a new perspective -- by video pace prediction.

Action Recognition Contrastive Learning +4

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