4 papers
Click2Graph: Interactive Panoptic Video Scene Graphs from a Single Click
Raphael Ruschel, Hardikkumar Prajapati, Awsafur Rahman +1
State-of-the-art Video Scene Graph Generation (VSGG) systems provide structured visual understanding but operate as closed, feed-forward pipelines with no ability to incorporate hu…
Temporally Consistent Dynamic Scene Graphs: An End-to-End Approach for Action Tracklet Generation
Raphael Ruschel, Md Awsafur Rahman, Hardik Prajapati +2
Understanding video content is pivotal for advancing real-world applications like activity recognition, autonomous systems, and human-computer interaction. While scene graphs are a…
BLoad: Enhancing Neural Network Training with Efficient Sequential Data Handling
Raphael Ruschel, A. S. M. Iftekhar, B. S. Manjunath +1
The increasing complexity of modern deep neural network models and the expanding sizes of datasets necessitate the development of optimized and scalable training methods. In this w…
DDS: Decoupled Dynamic Scene-Graph Generation Network
A S M Iftekhar, Raphael Ruschel, Satish Kumar +2
Scene-graph generation involves creating a structural representation of the relationships between objects in a scene by predicting subject-object-relation triplets from input data.…