Papers Temporal Action Proposal Generation
“Temporal Action Proposal Generation” 태그가 달린 논문 32편 · 필터 해제
Temporal Action Proposal Generation With Action Frequency Adaptive Network
As the cornerstone of human-behavior analysis in video understanding, temporal action proposal generation aims to predict the starting and ending time of human action instances in untrimmed videos. Although large achieve…
Knowledge DistillationTemporal Action Proposal GenerationVideo UnderstandingImprove Temporal Action Proposals using Hierarchical Context
Temporal action proposal (TAP) aims to generate accurate candidates of action instances in an untrimmed video. It has been proved that contexts are critically important to this task. In this paper, we propose a novel hie…
Action DetectionTemporal Action LocalizationTemporal Action Proposal GenerationAOE-Net: Entities Interactions Modeling with Adaptive Attention Mechanism for Temporal Action Proposals Generation
Temporal action proposal generation (TAPG) is a challenging task, which requires localizing action intervals in an untrimmed video. Intuitively, we as humans, perceive an action through the interactions between actors, r…
Action DetectionTemporal Action Proposal GenerationPyramid Region-based Slot Attention Network for Temporal Action Proposal Generation
It has been found that temporal action proposal generation, which aims to discover the temporal action instances within the range of the start and end frames in the untrimmed videos, can largely benefit from proper tempo…
Action DetectionTemporal Action Proposal GenerationABN: Agent-Aware Boundary Networks for Temporal Action Proposal Generation
Temporal action proposal generation (TAPG) aims to estimate temporal intervals of actions in untrimmed videos, which is a challenging yet plays an important role in many tasks of video analysis and understanding. Despite…
Action DetectionTemporal Action Proposal GenerationTemporal Action Proposal Generation with Background Constraint
Temporal action proposal generation (TAPG) is a challenging task that aims to locate action instances in untrimmed videos with temporal boundaries. To evaluate the confidence of proposals, the existing works typically pr…
Action LocalizationTemporal Action LocalizationTemporal Action Proposal GenerationAEI: Actors-Environment Interaction with Adaptive Attention for Temporal Action Proposals Generation
Humans typically perceive the establishment of an action in a video through the interaction between an actor and the surrounding environment. An action only starts when the main actor in the video begins to interact with…
Action DetectionTemporal Action Proposal GenerationAgent-Environment Network for Temporal Action Proposal Generation
Temporal action proposal generation is an essential and challenging task that aims at localizing temporal intervals containing human actions in untrimmed videos. Most of existing approaches are unable to follow the human…
Temporal Action Proposal GenerationTemporal Action Proposal Generation with Transformers
Transformer networks are effective at modeling long-range contextual information and have recently demonstrated exemplary performance in the natural language processing domain. Conventionally, the temporal action proposa…
Action LocalizationTemporal Action LocalizationTemporal Action Proposal GenerationAugmented Transformer with Adaptive Graph for Temporal Action Proposal Generation
Temporal action proposal generation (TAPG) is a fundamental and challenging task in video understanding, especially in temporal action detection. Most previous works focus on capturing the local temporal context and can …
Action DetectionTemporal Action Proposal GenerationVideo UnderstandingTemporal Context Aggregation Network for Temporal Action Proposal Refinement
Temporal action proposal generation aims to estimate temporal intervals of actions in untrimmed videos, which is a challenging yet important task in the video understanding field. The proposals generated by current metho…
Action DetectionAction LocalizationRetrievalTemporal Action Localization+2Relaxed Transformer Decoders for Direct Action Proposal Generation
Temporal action proposal generation is an important and challenging task in video understanding, which aims at detecting all temporal segments containing action instances of interest. The existing proposal generation app…
Action DetectionTemporal Action Proposal GenerationVideo UnderstandingFeature Integration and Group Transformers for Action Proposal Generation
The task of temporal action proposal generation (TAPG) aims to provide high-quality video segments, i.e., proposals that potentially contain action events. The performance of tackling the TAPG task heavily depends on two…
Temporal Action Proposal GenerationTSP: Temporally-Sensitive Pretraining of Video Encoders for Localization Tasks
Due to the large memory footprint of untrimmed videos, current state-of-the-art video localization methods operate atop precomputed video clip features. These features are extracted from video encoders typically trained …
Action ClassificationAction LocalizationDense Video CaptioningTemporal Action Localization+3BSN++: Complementary Boundary Regressor with Scale-Balanced Relation Modeling for Temporal Action Proposal Generation
Generating human action proposals in untrimmed videos is an important yet challenging task with wide applications. Current methods often suffer from the noisy boundary locations and the inferior quality of confidence sco…
Action LocalizationRelationTemporal Action LocalizationTemporal Action Proposal GenerationBoundary Content Graph Neural Network for Temporal Action Proposal Generation
Temporal action proposal generation plays an important role in video action understanding, which requires localizing high-quality action content precisely. However, generating temporal proposals with both precise boundar…
Action DetectionAction UnderstandingGraph Neural NetworkTemporal Action Localization+1A Better Use of Audio-Visual Cues: Dense Video Captioning with Bi-modal Transformer
Dense video captioning aims to localize and describe important events in untrimmed videos. Existing methods mainly tackle this task by exploiting only visual features, while completely neglecting the audio track. Only a …
Dense Video CaptioningTemporal Action Proposal GenerationVideo CaptioningAccurate Temporal Action Proposal Generation with Relation-Aware Pyramid Network
Accurate temporal action proposals play an important role in detecting actions from untrimmed videos. The existing approaches have difficulties in capturing global contextual information and simultaneously localizing act…
RelationTemporal Action Proposal GenerationSRG: Snippet Relatedness-based Temporal Action Proposal Generator
Recent temporal action proposal generation approaches have suggested integrating segment- and snippet score-based methodologies to produce proposals with high recall and accurate boundaries. In this paper, different from…
Action DetectionTemporal Action Proposal GenerationCMSN: Continuous Multi-stage Network and Variable Margin Cosine Loss for Temporal Action Proposal Generation
Accurately locating the start and end time of an action in untrimmed videos is a challenging task. One of the important reasons is the boundary of action is not highly distinguishable, and the features around the boundar…
Temporal Action Proposal Generation