Search Results for author: Haochen Han

Found 4 papers, 2 papers with code

A Unified Optimal Transport Framework for Cross-Modal Retrieval with Noisy Labels

no code implementations20 Mar 2024 Haochen Han, Minnan Luo, Huan Liu, Fang Nan

Despite the remarkable performance of previous supervised CMR methods, much of their success can be attributed to the well-annotated data.

Cross-Modal Retrieval Retrieval

Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval

1 code implementation8 Mar 2024 Haochen Han, Qinghua Zheng, Guang Dai, Minnan Luo, Jingdong Wang

To achieve this, we propose L2RM, a general framework based on Optimal Transport (OT) that learns to rematch mismatched pairs.

Cross-Modal Retrieval Retrieval +2

Noisy Correspondence Learning with Meta Similarity Correction

1 code implementation CVPR 2023 Haochen Han, Kaiyao Miao, Qinghua Zheng, Minnan Luo

Despite the success of multimodal learning in cross-modal retrieval task, the remarkable progress relies on the correct correspondence among multimedia data.

Binary Classification Cross-Modal Retrieval +1

Noise-Tolerant Learning for Audio-Visual Action Recognition

no code implementations16 May 2022 Haochen Han, Qinghua Zheng, Minnan Luo, Kaiyao Miao, Feng Tian, Yan Chen

To address this challenge, we use the audio-visual action recognition task as a proxy and propose a noise-tolerant learning framework to find anti-interference model parameters against both noisy labels and noisy correspondence.

Action Recognition Noise Estimation +1

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