Papers Visual Abductive Reasoning
“Visual Abductive Reasoning” 태그가 달린 논문 5편 · 필터 해제
NL-Eye: Abductive NLI for Images
Will a Visual Language Model (VLM)-based bot warn us about slipping if it detects a wet floor? Recent VLMs have demonstrated impressive capabilities, yet their ability to infer outcomes and causes remains underexplored. …
Language ModelingLanguage ModellingMultimodal ReasoningNatural Language Inference+2Exploring the Potential of Multi-Modal AI for Driving Hazard Prediction
This paper addresses the problem of predicting hazards that drivers may encounter while driving a car. We formulate it as a task of anticipating impending accidents using a single input image captured by car dashcams. Un…
Anomaly DetectionVisual Abductive ReasoningRCA: Region Conditioned Adaptation for Visual Abductive Reasoning
Visual abductive reasoning aims to make likely explanations for visual observations. We propose a simple yet effective Region Conditioned Adaptation, a hybrid parameter-efficient fine-tuning method that equips the frozen…
parameter-efficient fine-tuningVisual Abductive ReasoningVisual Abductive Reasoning
Abductive reasoning seeks the likeliest possible explanation for partial observations. Although abduction is frequently employed in human daily reasoning, it is rarely explored in computer vision literature. In this pape…
BenchmarkingSentenceVisual Abductive ReasoningThe Abduction of Sherlock Holmes: A Dataset for Visual Abductive Reasoning
Humans have remarkable capacity to reason abductively and hypothesize about what lies beyond the literal content of an image. By identifying concrete visual clues scattered throughout a scene, we almost can't help but dr…
DiagnosticVisual Abductive ReasoningVisual Reasoning