Search Results for author: Taian Guo

Found 8 papers, 5 papers with code

Multimodal Label Relevance Ranking via Reinforcement Learning

1 code implementation18 Jul 2024 Taian Guo, Taolin Zhang, Haoqian Wu, Hanjun Li, Ruizhi Qiao, Xing Sun

Conventional multi-label recognition methods often focus on label confidence, frequently overlooking the pivotal role of partial order relations consistent with human preference.

reinforcement-learning Reinforcement Learning

MMEvalPro: Calibrating Multimodal Benchmarks Towards Trustworthy and Efficient Evaluation

1 code implementation29 Jun 2024 Jinsheng Huang, Liang Chen, Taian Guo, Fu Zeng, Yusheng Zhao, Bohan Wu, Ye Yuan, Haozhe Zhao, Zhihui Guo, Yichi Zhang, Jingyang Yuan, Wei Ju, Luchen Liu, Tianyu Liu, Baobao Chang, Ming Zhang

Large Multimodal Models (LMMs) exhibit impressive cross-modal understanding and reasoning abilities, often assessed through multiple-choice questions (MCQs) that include an image, a question, and several options.

Multiple-choice

D3G: Exploring Gaussian Prior for Temporal Sentence Grounding with Glance Annotation

1 code implementation ICCV 2023 Hanjun Li, Xiujun Shu, Sunan He, Ruizhi Qiao, Wei Wen, Taian Guo, Bei Gan, Xing Sun

Under this setup, we propose a Dynamic Gaussian prior based Grounding framework with Glance annotation (D3G), which consists of a Semantic Alignment Group Contrastive Learning module (SA-GCL) and a Dynamic Gaussian prior Adjustment module (DGA).

Contrastive Learning Sentence +1

VLMAE: Vision-Language Masked Autoencoder

no code implementations19 Aug 2022 Sunan He, Taian Guo, Tao Dai, Ruizhi Qiao, Chen Wu, Xiujun Shu, Bo Ren

Image and language modeling is of crucial importance for vision-language pre-training (VLP), which aims to learn multi-modal representations from large-scale paired image-text data.

Image-text Retrieval Language Modelling +4

Exploiting Feature Diversity for Make-up Temporal Video Grounding

no code implementations12 Aug 2022 Xiujun Shu, Wei Wen, Taian Guo, Sunan He, Chen Wu, Ruizhi Qiao

This technical report presents the 3rd winning solution for MTVG, a new task introduced in the 4-th Person in Context (PIC) Challenge at ACM MM 2022.

Diversity Video Grounding

Open-Vocabulary Multi-Label Classification via Multi-Modal Knowledge Transfer

1 code implementation5 Jul 2022 Sunan He, Taian Guo, Tao Dai, Ruizhi Qiao, Bo Ren, Shu-Tao Xia

Specifically, our method exploits multi-modal knowledge of image-text pairs based on a vision and language pre-training (VLP) model.

Image-text matching Knowledge Distillation +7

MuCAN: Multi-Correspondence Aggregation Network for Video Super-Resolution

1 code implementation ECCV 2020 Wenbo Li, Xin Tao, Taian Guo, Lu Qi, Jiangbo Lu, Jiaya Jia

Motivated by these findings, we propose a temporal multi-correspondence aggregation strategy to leverage similar patches across frames, and a cross-scale nonlocal-correspondence aggregation scheme to explore self-similarity of images across scales.

Optical Flow Estimation Video Super-Resolution

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