深度学习相关阅读论文汇总（持续更新）

Posted 2023-02-05 WXiujie123456

深度学习相关阅读论文汇总（持续更新）

1 Long-Term Temporal Convolutions（LTC）for Action Recognition

IEEE Transactions on Pattern Analysis and Machine Intelligence 2018
Key word：Action recognition, video analysis, representation learning, spatio-temporal convolutions, neural networks
链接：跳转

2 Towards Unified Surgical Skill Assessment

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition，CVPR 2021
task：手术技能评估
链接：跳转

3 Hybrid Recurrent Neural Network Architecture-Based Intention Recognition for Human-Robot Collaboration

IEEE Transactions on Cybernetics ( Early Access ) 12 October 2021
task：人机交互中的意图识别
链接：跳转

4 MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation

IEEE transactions on pattern analysis and machine intelligence 2020
task：动作分割
链接：跳转

5 Learning Motion in Feature Space: Locally-Consistent Deformable Convolution Networks for Fine-Grained Action Detection

Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), 2019
task：细粒度的动作检测
链接：跳转

6 SV-RCNet: Workflow Recognition From Surgical Videos Using Recurrent Convolutional Network

IEEE Transactions on Medical Imaging 2018
task：手术工作流识别
链接：跳转

7 RSDNet: Learning to Predict Remaining Surgery Duration from Laparoscopic Videos Without Manual Annotations

IEEE Transactions on Medical Imaging 2019
task：手术剩余时间预计
链接：跳转

8 ActionCLIP: A New Paradigm for Video Action Recognition

Computer Vision and Pattern Recognition 2021 浙江大学
task：视频动作识别
链接：跳转

9 TSM: Temporal Shift Module for Efficient Video Understanding

Computer Vision and Pattern Recognition 2019
task：视频动作理解
链接：跳转

10 Learning Transferable Visual Models From Natural Language Supervision

Computer Vision and Pattern Recognition 2021
task：利用网上大规模的图片信息来进行训练从而做计算机视觉的任务
链接：跳转

11 Fast User-Guided Video Object Segmentation by Interaction-and-Propagation Networks

CVPR 2019
task:交互式的视频目标分割算法
链接：跳转

12 Rethinking Anticipation Tasks: Uncertainty-aware Anticipation of Sparse Surgical Instrument Usage for Context-aware Assistance

Medical Image Computing and Computer Assisted Intervention，MICCAI 2020
task：手术器械预测（附带有贝叶斯深度学习的解释）
链接：跳转

13 Intention Recognition of Pedestrians and Cyclists by 2D Pose Estimation

IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,2020
task：行人和骑自行车者过马路的意图理解
链接：跳转

14 Aggregating Long-Term Context for Learning Laparoscopic and Robot-Assisted Surgical Workflows

2021 IEEE International Conference on Robotics and Automation (ICRA 2021)
task：面向更长时间的外科工作流识别
链接：跳转

15 Skeleton-based abnormal gait recognition with spatio-temporal attention enhanced gait-structural graph convolutional networks

Neurocomputing 2022
task:基于骨架特征的步态识别
链接：跳转`

16 Video Transformer Network

ICCV 2021
task：基于变压器的视频识别框架VTN
链接：跳转

17 X3D: Expanding Architectures for Efficient Video Recognition

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition CVPR 2020
task:将二维方法拓展到三维的视频识别方法
链接：跳转

18 End-to-End Semi-Supervised Learning for Video Action Detection

CVPR 2022
task：端到端的半监督视频动作检测方法
链接：跳转

19 Colar: Effective and Efficient Online Action Detection by Consulting Exemplars

CVPR 2022
task：在线动作识别
链接：跳转

20 Forecasting Human-Object Interaction: Joint Prediction of Motor Attention and Actions in First Person Video

ECCV 2020
task：anticipating human-object interaction in first person videos
链接:跳转

未完待续，如有兴趣请订阅收藏本专栏 (*^▽*)