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cs.CV2025

THYME: Temporal Hierarchical-Cyclic Interactivity Modeling for Video Scene Graphs in Aerial Footage

Trong-Thuan Nguyen, Pha Nguyen, Jackson Cothren +3

The rapid proliferation of video in applications such as autonomous driving, surveillance, and sports analytics necessitates robust methods for dynamic scene understanding. Despite…

cs.CV2025

S3Former: Self-supervised High-resolution Transformer for Solar PV Profiling

Minh Tran, Adrian De Luis, Haitao Liao +5

As the impact of climate change escalates, the global necessity to transition to sustainable energy sources becomes increasingly evident. Renewable energies have emerged as a viabl…

cs.CV2025

HyperGLM: HyperGraph for Video Scene Graph Generation and Anticipation

Trong-Thuan Nguyen, Pha Nguyen, Jackson Cothren +2

Multimodal LLMs have advanced vision-language tasks but still struggle with understanding video scenes. To bridge this gap, Video Scene Graph Generation (VidSGG) has emerged to cap…

cs.CV2025

FALCON: Fairness Learning via Contrastive Attention Approach to Continual Semantic Scene Understanding

Thanh-Dat Truong, Utsav Prabhu, Bhiksha Raj +2

Continual Learning in semantic scene segmentation aims to continually learn new unseen classes in dynamic environments while maintaining previously learned knowledge. Prior studies…

cs.CV2024

CYCLO: Cyclic Graph Transformer Approach to Multi-Object Relationship Modeling in Aerial Videos

Trong-Thuan Nguyen, Pha Nguyen, Xin Li +3

Video scene graph generation (VidSGG) has emerged as a transformative approach to capturing and interpreting the intricate relationships among objects and their temporal dynamics i…

cs.CV2024

DINTR: Tracking via Diffusion-based Interpolation

Pha Nguyen, Ngan Le, Jackson Cothren +2

Object tracking is a fundamental task in computer vision, requiring the localization of objects of interest across video frames. Diffusion models have shown remarkable capabilities…