3 papers
cs.CV2025
DEFT-LLM: Disentangled Expert Feature Tuning for Micro-Expression Recognition
Ren Zhang, Huilai Li, Chao qi +4
Micro expression recognition (MER) is crucial for inferring genuine emotion. Applying a multimodal large language model (MLLM) to this task enables spatio-temporal analysis of faci…
cs.CV2025
CMIP-CIL: A Cross-Modal Benchmark for Image-Point Class Incremental Learning
Chao Qi, Jianqin Yin, Ren Zhang
Image-point class incremental learning helps the 3D-points-vision robots continually learn category knowledge from 2D images, improving their perceptual capability in dynamic envir…
cs.CV2025
Boosting the Class-Incremental Learning in 3D Point Clouds via Zero-Collection-Cost Basic Shape Pre-Training
Chao Qi, Jianqin Yin, Meng Chen +2
Existing class-incremental learning methods in 3D point clouds rely on exemplars (samples of former classes) to resist the catastrophic forgetting of models, and exemplar-free sett…