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Jibin Peng

3 accepted papers

2026

FreeMem: Enhancing Consistency in Long Video Generation via Tuning-Free Memory

AAAI 2026technical

Text-to-Video (T2V) generation has advanced greatly, yet maintaining consistency remains challenging, especially for tuning-free long video generation. We attribute the consistency problem to cumulative deviations for long video generation at three levels: the random noise lacking correlation resu

Cited by 0SourcePDFScholar
2025

Generative Hard Example Augmentation for Semantic Point Cloud Segmentation

CVPR 2025poster

The recent progress in semantic point cloud segmentation is attributed to deep networks, which require a large amount of point cloud data for training. However, how to collect substantial point-wise annotations of the point clouds at affordable cost for the end-to-end network training still needs to…

Cited by 0SourcePDFScholar
2025

Trajectory-LLM: A Language-based Data Generator for Trajectory Prediction in Autonomous Driving

ICLR 2025poster

Vehicle trajectory prediction is a crucial aspect of autonomous driving, which requires extensive trajectory data to train prediction models to understand the complex, varied, and unpredictable patterns of vehicular interactions. However, acquiring real-world data is expensive, so we advocate using…