collaborators

7 papers

cs.RO2026

Assistant Placement Aria: A Benchmark for Egocentric Placement Assistance

Amir Belder, Gonçalo Dias Pais, Refael Vivanti +5

Human assistance in robotics spans around several tasks such as navigation, object manipulation, and placement, where a key challenge is selecting target destinations that align wi…

cs.CV2026

HOLA: Holistic Multi-Modal Alignment for Open-Set 3D Recognition

Koby Aharonov, Oren Shrout, Ayellet Tal

Open-set 3D recognition requires models that generalize to rare or unseen categories. Recent approaches address this by distilling language-vision knowledge into 3D encoders, typic…

cs.CV2026

MME: Mixture of Mesh Experts with Random Walk Transformer Gating

Amir Belder, Ayellet Tal

In recent years, various methods have been proposed for mesh analysis, each offering distinct advantages and often excelling on different object classes. We present a novel Mixture…

cs.CV2025

SFMNet: Sparse Focal Modulation for 3D Object Detection

Oren Shrout, Ayellet Tal

We propose SFMNet, a novel 3D sparse detector that combines the efficiency of sparse convolutions with the ability to model long-range dependencies. While traditional sparse convol…

cs.CV2025

Concept Retrieval -- What and How?

Ori Nizan, Oren Shrout, Ayellet Tal

A concept may reflect either a concrete or abstract idea. Given an input image, this paper seeks to retrieve other images that share its central concepts, capturing aspects of the…

cs.CV2025

PatchContrast: Self-Supervised Pre-training for 3D Object Detection

Oren Shrout, Ori Nizan, Yizhak Ben-Shabat +1

Accurately detecting objects in the environment is a key challenge for autonomous vehicles. However, obtaining annotated data for detection is expensive and time-consuming. We intr…