Papers Spatio-temporal Scene Graphs
“Spatio-temporal Scene Graphs” 태그가 달린 논문 7편 · 필터 해제
Towards Unbiased and Robust Spatio-Temporal Scene Graph Generation and Anticipation
Spatio-Temporal Scene Graphs (STSGs) provide a concise and expressive representation of dynamic scenes by modelling objects and their evolving relationships over time. However, real-world visual relationships often exhib…
Graph GenerationScene Graph GenerationSpatio-temporal Scene GraphsVideo scene graph generationTowards Scene Graph Anticipation
Spatio-temporal scene graphs represent interactions in a video by decomposing scenes into individual objects and their pair-wise temporal relationships. Long-term anticipation of the fine-grained pair-wise relationships …
Graph GenerationLong Term AnticipationScene Graph GenerationSpatio-temporal Scene GraphsANetQA: A Large-scale Benchmark for Fine-grained Compositional Reasoning over Untrimmed Videos
Building benchmarks to systemically analyze different capabilities of video question answering (VideoQA) models is challenging yet crucial. Existing benchmarks often use non-compositional simple questions and suffer from…
Question AnsweringSpatio-temporal Scene GraphsVideo Question AnsweringLASER: A Neuro-Symbolic Framework for Learning Spatial-Temporal Scene Graphs with Weak Supervision
Supervised approaches for learning spatio-temporal scene graphs (STSG) from video are greatly hindered due to their reliance on STSG-annotated videos, which are labor-intensive to construct at scale. Is it feasible to in…
Language ModelingLanguage ModellingLarge Language ModelRetrieval+4(2.5+1)D Spatio-Temporal Scene Graphs for Video Question Answering
Spatio-temporal scene-graph approaches to video-based reasoning tasks, such as video question-answering (QA), typically construct such graphs for every video frame. These approaches often ignore the fact that videos are …
Question AnsweringSpatio-temporal Scene GraphsVideo Question AnsweringAction Genome: Actions As Compositions of Spatio-Temporal Scene Graphs
Action recognition has typically treated actions and activities as monolithic events that occur in videos. However, there is evidence from Cognitive Science and Neuroscience that people actively encode activities into co…
Action RecognitionFew-Shot action recognitionFew Shot Action RecognitionSpatio-temporal Scene GraphsAction Genome: Actions as Composition of Spatio-temporal Scene Graphs
Action recognition has typically treated actions and activities as monolithic events that occur in videos. However, there is evidence from Cognitive Science and Neuroscience that people actively encode activities into co…
Action RecognitionFew-Shot action recognitionFew Shot Action RecognitionSpatio-temporal Scene Graphs