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arXiv (Cornell University)
SCoRD: Subject-Conditional Relation Detection with Text-Augmented Data
August 2023 • Ziyan Yang, Kushal Kafle, Zhe Lin, Scott Cohen, Zhihong Ding, Vicente Ordóñez
We propose Subject-Conditional Relation Detection SCoRD, where conditioned on an input subject, the goal is to predict all its relations to other objects in a scene along with their locations. Based on the Open Images dataset, we propose a challenging OIv6-SCoRD benchmark such that the training and testing splits have a distribution shift in terms of the occurrence statistics of $\langle$subject, relation, object$\rangle$ triplets. To solve this problem, we propose an auto-regressive model that given a subject, it…
Computer Science
Generalization
Scene Graph
Benchmark (Surveying)
Artificial Intelligence
Object Detection
Theoretical Computer Science
Mathematics
Data Mining
Geodesy
Mathematical Analysis
Rendering (Computer Graphics)
Library Science
Geography