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Alper Yilmaz

5 accepted papers

2026

ARINBEV: Bird's-Eye View Layout Estimation with Conditional Autoregressive Model

ICLR 2026poster

Recent advances in Bird’s Eye View (BEV) layout estimation have advanced through refinements in architectural and geometric design. However, existing methods often overlook the structured relationships among traffic elements. Components such as drivable areas, lane dividers, and pedestrian crossings…

Cited by 0SourceScholar
2026

Multivariate Gaussian Representation Learning for Medical Action Evaluation

AAAI 2026technical

Fine-grained action evaluation in medical vision faces unique challenges due to the unavailability of comprehensive datasets, stringent precision requirements, and insufficient spatiotemporal dynamic modeling of very rapid actions. To support development and evaluation, we introduce CPREval-6k, a mu

Cited by 0SourcePDFScholar
2025

HyperGLM: HyperGraph for Video Scene Graph Generation and Anticipation

CVPR 2025poster

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 capture multi-object relationships across video frames. However, prior methods rely on pairwise connections, limiting their…

Cited by 1SourcePDFScholar
2024

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

NeurIPS 2024poster

Video scene graph generation (VidSGG) has emerged as a transformative approach to capturing and interpreting the intricate relationships among objects and their temporal dynamics in video sequences. In this paper, we introduce the new AeroEye dataset that focuses on multi-object relationship modelin…

Cited by 3SourcePDFScholar
2024

DINTR: Tracking via Diffusion-based Interpolation

NeurIPS 2024poster

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 in visual generation, making them well-suited for addressing several requirements of the tracking problem. This work pr…

Cited by 0SourcePDFScholar