Search Results for author: Jinyoung Moon

Found 13 papers, 7 papers with code

Do You Remember? Dense Video Captioning with Cross-Modal Memory Retrieval

2 code implementations11 Apr 2024 Minkuk Kim, Hyeon Bae Kim, Jinyoung Moon, Jinwoo Choi, Seong Tae Kim

There has been significant attention to the research on dense video captioning, which aims to automatically localize and caption all events within untrimmed video.

Dense Video Captioning Retrieval +1

Adaptive Self-training Framework for Fine-grained Scene Graph Generation

1 code implementation18 Jan 2024 Kibum Kim, Kanghoon Yoon, Yeonjun In, Jinyoung Moon, Donghyun Kim, Chanyoung Park

To this end, we introduce a Self-Training framework for SGG (ST-SGG) that assigns pseudo-labels for unannotated triplets based on which the SGG models are trained.

Graph Generation Scene Graph Generation

LLM4SGG: Large Language Models for Weakly Supervised Scene Graph Generation

1 code implementation16 Oct 2023 Kibum Kim, Kanghoon Yoon, Jaehyeong Jeon, Yeonjun In, Jinyoung Moon, Donghyun Kim, Chanyoung Park

Weakly-Supervised Scene Graph Generation (WSSGG) research has recently emerged as an alternative to the fully-supervised approach that heavily relies on costly annotations.

Few-Shot Learning Large Language Model +2

Unbiased Heterogeneous Scene Graph Generation with Relation-aware Message Passing Neural Network

1 code implementation1 Dec 2022 Kanghoon Yoon, Kibum Kim, Jinyoung Moon, Chanyoung Park

Recent scene graph generation (SGG) frameworks have focused on learning complex relationships among multiple objects in an image.

Graph Generation Relation +2

Information Elevation Network for Fast Online Action Detection

no code implementations28 Sep 2021 Sunah Min, Jinyoung Moon

Consequently, the forget gate of the original LSTM can lose the accumulated information relevant to the current action because it determines which information to forget without considering the current action.

Action Recognition Online Action Detection

Learning to Discriminate Information for Online Action Detection: Analysis and Application

no code implementations8 Sep 2021 Sumin Lee, Hyunjun Eun, Jinyoung Moon, Seokeon Choi, Yoonhyung Kim, Chanho Jung, Changick Kim

To overcome this problem, we propose a novel recurrent unit, named Information Discrimination Unit (IDU), which explicitly discriminates the information relevancy between an ongoing action and others to decide whether to accumulate the input information.

Action Anticipation Online Action Detection

Learning to Combine the Modalities of Language and Video for Temporal Moment Localization

no code implementations7 Sep 2021 Jungkyoo Shin, Jinyoung Moon

Temporal moment localization aims to retrieve the best video segment matching a moment specified by a query.

Reproducibility Companion Paper: Knowledge Enhanced Neural Fashion Trend Forecasting

1 code implementation25 May 2021 Yunshan Ma, Yujuan Ding, Xun Yang, Lizi Liao, Wai Keung Wong, Tat-Seng Chua, Jinyoung Moon, Hong-Han Shuai

This companion paper supports the replication of the fashion trend forecasting experiments with the KERN (Knowledge Enhanced Recurrent Network) method that we presented in the ICMR 2020.

Diverse Temporal Aggregation and Depthwise Spatiotemporal Factorization for Efficient Video Classification

1 code implementation1 Dec 2020 Youngwan Lee, Hyung-Il Kim, Kimin Yun, Jinyoung Moon

By using the proposed temporal modeling method (T-OSA), and the efficient factorized component (D(2+1)D), we construct two types of VoV3D networks, VoV3D-M and VoV3D-L.

Ranked #29 on Action Recognition on Something-Something V1 (using extra training data)

3D Architecture Action Recognition +2

Learning to Discriminate Information for Online Action Detection

1 code implementation CVPR 2020 Hyunjun Eun, Jinyoung Moon, Jongyoul Park, Chanho Jung, Changick Kim

For online action detection, in this paper, we propose a novel recurrent unit to explicitly discriminate the information relevant to an ongoing action from others.

Online Action Detection

SRG: Snippet Relatedness-based Temporal Action Proposal Generator

no code implementations26 Nov 2019 Hyunjun Eun, Sumin Lee, Jinyoung Moon, Jongyoul Park, Chanho Jung, Changick Kim

Recent temporal action proposal generation approaches have suggested integrating segment- and snippet score-based methodologies to produce proposals with high recall and accurate boundaries.

Action Detection Temporal Action Proposal Generation

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