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2024-CVPR Putting the Object Back into Video Object Segmentation

motivationRecent works on VOS employ bottom-up pixel-level memory reading which struggles due to matching noise, especially in the presence of distractors, resultingin lower performance in more challe
2024-08-30
Video Segmentation
#video Object segmentation

2022-ECCV XMem Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model

motivationThe researchers explored the problem(“Do state-of-the-art VOS algorithm scale well?”), and the respective comparison results were depicted below:And researchers think the undesirable connect
2024-08-12
Video Segmentation
#video object segmentation

2019-ICCV Video Object Segmentation using Space-Time Memory Networks

motivationAvailable cues like the intermediate predictions of video frames become richer, while existing works can not utilize them effectively.The paper resolves the issue by leveraging memory networ
2024-08-09
Video Segmentation
#video Obejct segmentation

Hello World

Welcome to Hexo! This is your very first post. Check documentation for more info. If you get any problems when using Hexo, you can find the answer in troubleshooting or you can ask me on GitHub. Quick
2024-07-15

2022-TPAMI A Survey on Deep Learning Technique for Video Segmentation

motivationThe paper forcuses on two basic lines of research containing generic object segmentation(of unknown categories)in videos and video semantic segmentation. A github link was proposed for track
2024-07-12
Video Segmentation
#survey #video segmentation

2022-Complex Intelligent Systems Survey on clothing image retrieval with cross-domain

MotivationA survey aiming at achieving accurate clothing-retrieval in cross-domain situations. Survey ResultsChallenges clothes are flexible items, and when viewed from different shooting angles or Th
2024-06-30
Cross-domain clothing retrieval
#image retrieval #cross-domain #clothing

2023-ECML/PKDD Improving Position Encoding of Transformers for Multivariate Time Series Classification

MotivationThe detailed study for position encoding within transformer to address MTSC problem is absent. So the paper tends to fill it in terms of Absolute Position Embedding(APE) and Relative Positio
2024-06-26
Time Series Classification
#MTSC #position-info

2023-arxiv Enhancing Multivariate Time Series Classifiers through Self-Attention and Relative Positioning Infusion

MotivationTwo novel attention mechanisms were proposed, which contain a relative positive encoding and attention block. The main contributions:(1)TPS: explicitly model the relative position distanc
2024-06-26
Time Series Classification
#MTSC #position-info #self-attention

2023-arxiv Bake off redux-a review and experimental evaluation of recent time series classification algorithms

Motivation We extend the taxonomy to include three categories to reflect the recent development, which contain convolution、feature and deep learning. We introduce 30 new datasets based on UCR112. We m
2024-06-26
Time Series Classification
#TSC #survey

2022-ICLR OMNI-SCALE CNNS A SIMPLE AND EFFECTIVE KERNEL SIZE CONFIGURATION FOR TIME SERIES CLASSIFICATION

Motivation According to the left of fig(1), tuning RF size make substantial influence over acc, and there is no single best RF size across all datasets demonstarted in the right of fig(1). So research
2024-06-26
Time Series Classification
#TSC #cnn-kernel
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