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Ye Sun

6 accepted papers

2026

FakeWorld 1.0: An Omni modal Benchmark for Fake Media and Content

ICML 2026poster

The accelerating realism of AI-generated content has amplified the spread of deceptive information and eroded public trust. Prior works typically split the problem into two tracks, media authenticity, which concerns whether content is real or AI-generated, and content veracity, which concerns semant…

Cited by 0SourceScholar
2026

Onion-LO++: An Adaptive and Degradation Resistant Continuous-Time LiDAR Odometry

ICRA 2026poster

In an era dominated by multi-sensor fusion, this paper explores the operational limits of LiDAR-only odometry. We introduce Onion-LO++, which is designed to overcome two practical limitations of Onion-LO: poor performance in geometrically degenerate environments and instability under high-motion con…

Cited by 0Scholar
2026

Onion-LO: Why Does LiDAR Odometry Fail across Different LiDAR Types and Scenarios?

ICRA 2026poster

LiDAR odometry is a fundamental technology for autonomous navigation. However, existing LiDAR-based odometry methods typically demand extensive manual parameter tuning and remain prone to instability when deployed across varying LiDAR types and environments. This letter focuses on the essence of poi…

Cited by 0SourceScholar
2025

SAMA: Towards Multi-Turn Referential Grounded Video Chat with Large Language Models

NeurIPS 2025poster

Achieving fine-grained spatio-temporal understanding in videos remains a major challenge for current Video Large Multimodal Models (Video LMMs). Addressing this challenge requires mastering two core capabilities: video referring understanding, which captures the semantics of video regions, and video…

Cited by 0SourceScholar
2024

UnSeg: One Universal Unlearnable Example Generator is Enough against All Image Segmentation

NeurIPS 2024poster

Image segmentation is a crucial vision task that groups pixels within an image into semantically meaningful segments, which is pivotal in obtaining a fine-grained understanding of real-world scenes. However, an increasing privacy concern exists regarding training large-scale image segmentation model…

Cited by 2SourcePDFScholar