Papers Generic Event Boundary Detection
“Generic Event Boundary Detection” 태그가 달린 논문 25편 · 필터 해제
Training-Free Temporal Abstraction for General Video Understanding
Videos are expensive to analyze frame by frame, yet many video understanding tasks depend on knowing where relevant moments occur. A system may need to find when an action changes, locate the segment described by a sente…
Generic Event Boundary DetectionMoment RetrievalStructured Context Learning for Generic Event Boundary Detection
Generic Event Boundary Detection (GEBD) aims to identify moments in videos that humans perceive as event boundaries. This paper proposes a novel method for addressing this task, called Structured Context Learning, which …
Generic Event Boundary DetectionVADTree: Explainable Training-Free Video Anomaly Detection via Hierarchical Granularity-Aware Tree
Video anomaly detection (VAD) focuses on identifying anomalies in videos. Supervised methods demand substantial in-domain training data and fail to deliver clear explanations for anomalies. In contrast, training-free met…
Generic Event Boundary DetectionVideo Anomaly DetectionOnline Generic Event Boundary Detection
Generic Event Boundary Detection (GEBD) aims to interpret long-form videos through the lens of human perception. However, current GEBD methods require processing complete video frames to make predictions, unlike humans p…
Generic Event Boundary DetectionEvent SegmentationGeneric Event Boundary Detection via Denoising Diffusion
Generic event boundary detection (GEBD) aims to identify natural boundaries in a video, segmenting it into distinct and meaningful chunks. Despite the inherent subjectivity of event boundaries, previous methods have focu…
Generic Event Boundary DetectionTimeLoc: A Unified End-to-End Framework for Precise Timestamp Localization in Long Videos
Temporal localization in untrimmed videos, which aims to identify specific timestamps, is crucial for video understanding but remains challenging. This task encompasses several subtasks, including temporal action localiz…
Action LocalizationBoundary DetectionChunkingGeneric Event Boundary Detection+5Temporal2Seq: A Unified Framework for Temporal Video Understanding Tasks
With the development of video understanding, there is a proliferation of tasks for clip-level temporal video analysis, including temporal action detection (TAD), temporal action segmentation (TAS), and generic event boun…
Action DetectionAction SegmentationBoundary DetectionGeneric Event Boundary Detection+3Rethinking the Architecture Design for Efficient Generic Event Boundary Detection
Generic event boundary detection (GEBD), inspired by human visual cognitive behaviors of consistently segmenting videos into meaningful temporal chunks, finds utility in various applications such as video editing and. In…
Boundary DetectionGeneric Event Boundary DetectionVideo EditingFine-grained Dynamic Network for Generic Event Boundary Detection
Generic event boundary detection (GEBD) aims at pinpointing event boundaries naturally perceived by humans, playing a crucial role in understanding long-form videos. Given the diverse nature of generic boundaries, spanni…
Boundary DetectionGeneric Event Boundary DetectionWhat's in the Flow? Exploiting Temporal Motion Cues for Unsupervised Generic Event Boundary Detection
Generic Event Boundary Detection (GEBD) task aims to recognize generic, taxonomy-free boundaries that segment a video into meaningful events. Current methods typically involve a neural model trained on a large volume of …
Boundary DetectionGeneric Event Boundary DetectionOptical Flow EstimationLocal Compressed Video Stream Learning for Generic Event Boundary Detection
Generic event boundary detection aims to localize the generic, taxonomy-free event boundaries that segment videos into chunks. Existing methods typically require video frames to be decoded before feeding into the network…
Boundary DetectionGeneric Event Boundary DetectionRepresentation LearningMAE-GEBD:Winning the CVPR'2023 LOVEU-GEBD Challenge
The Generic Event Boundary Detection (GEBD) task aims to build a model for segmenting videos into segments by detecting general event boundaries applicable to various classes. In this paper, based on last year's MAE-GEBD…
Boundary DetectionGeneric Event Boundary DetectionPseudo LabelSegmentationGeneric Event Boundary Detection in Video with Pyramid Features
Generic event boundary detection (GEBD) aims to split video into chunks at a broad and diverse set of actions as humans naturally perceive event boundaries. In this study, we present an approach that considers the correl…
Boundary DetectionDecoderGeneric Event Boundary DetectionMotion Aware Self-Supervision for Generic Event Boundary Detection
The task of Generic Event Boundary Detection (GEBD) aims to detect moments in videos that are naturally perceived by humans as generic and taxonomy-free event boundaries. Modeling the dynamically evolving temporal and sp…
Boundary DetectionGeneric Event Boundary DetectionSubmission to Generic Event Boundary Detection Challenge@CVPR 2022: Local Context Modeling and Global Boundary Decoding Approach
Generic event boundary detection (GEBD) is an important yet challenging task in video understanding, which aims at detecting the moments where humans naturally perceive event boundaries. In this paper, we present a local…
Boundary DetectionGeneric Event Boundary DetectionVideo UnderstandingSC-Transformer++: Structured Context Transformer for Generic Event Boundary Detection
This report presents the algorithm used in the submission of Generic Event Boundary Detection (GEBD) Challenge at CVPR 2022. In this work, we improve the existing Structured Context Transformer (SC-Transformer) method fo…
Boundary DetectionDecoderGeneric Event Boundary DetectionOptical Flow EstimationMasked Autoencoders for Generic Event Boundary Detection CVPR'2022 Kinetics-GEBD Challenge
Generic Event Boundary Detection (GEBD) tasks aim at detecting generic, taxonomy-free event boundaries that segment a whole video into chunks. In this paper, we apply Masked Autoencoders to improve algorithm performance …
Boundary DetectionGeneric Event Boundary DetectionPseudo LabelStructured Context Transformer for Generic Event Boundary Detection
Generic Event Boundary Detection (GEBD) aims to detect moments where humans naturally perceive as event boundaries. In this paper, we present Structured Context Transformer (or SC-Transformer) to solve the GEBD task, whi…
Boundary DetectionGeneric Event Boundary DetectionEnd-to-End Compressed Video Representation Learning for Generic Event Boundary Detection
Generic event boundary detection aims to localize the generic, taxonomy-free event boundaries that segment videos into chunks. Existing methods typically require video frames to be decoded before feeding into the network…
Boundary DetectionGeneric Event Boundary DetectionRepresentation LearningUBoCo: Unsupervised Boundary Contrastive Learning for Generic Event Boundary Detection
Generic Event Boundary Detection (GEBD) is a newly suggested video understanding task that aims to find one level deeper semantic boundaries of events. Bridging the gap between natural human perception and video unde…
Boundary DetectionContrastive LearningGeneric Event Boundary Detectionvalid+1