3 papers
cs.CV2025
Reasoning Guided Embeddings: Leveraging MLLM Reasoning for Improved Multimodal Retrieval
Chunxu Liu, Jiyuan Yang, Ruopeng Gao +4
Multimodal embeddings are widely used in downstream tasks such as multimodal retrieval, enabling alignment of interleaved modalities in a shared representation space. While recent…
cs.CV2025
SORCE: Small Object Retrieval in Complex Environments
Chunxu Liu, Chi Xie, Xiaxu Chen +4
Text-to-Image Retrieval (T2IR) is a highly valuable task that aims to match a given textual query to images in a gallery. Existing benchmarks primarily focus on textual queries des…
cs.CV2024
Sparse Global Matching for Video Frame Interpolation with Large Motion
Chunxu Liu, Guozhen Zhang, Rui Zhao +1
Large motion poses a critical challenge in Video Frame Interpolation (VFI) task. Existing methods are often constrained by limited receptive fields, resulting in sub-optimal perfor…