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Vlad Shakhuro

3 accepted papers

2026

BREPS: Bounding-Box Robustness Evaluation of Promptable Segmentation

AAAI 2026technical

Promptable segmentation models such as SAM have established a powerful paradigm, enabling strong generalization to unseen objects and domains with minimal user input, including points, bounding boxes, and text prompts. Among these, bounding boxes stand out as particularly effective, often outperform

Cited by 0SourcePDFScholar
2024

RClicks: Realistic Click Simulation for Benchmarking Interactive Segmentation

NeurIPS 2024poster

The emergence of Segment Anything (SAM) sparked research interest in the field of interactive segmentation, especially in the context of image editing tasks and speeding up data annotation. Unlike common semantic segmentation, interactive segmentation methods allow users to directly influence their…

2024

TETRIS: Towards Exploring the Robustness of Interactive Segmentation

AAAI 2024technical

Interactive segmentation methods rely on user inputs to iteratively update the selection mask. A click specifying the object of interest is arguably the most simple and intuitive interaction type, and thereby the most common choice for interactive segmentation. However, user clicking patterns in the…

Cited by 2SourcePDFScholar