Challenges in Representation Learning: A Report on Three Machine Learning Contests. - Ian J. Goodfellow; Dumitru Erhan; Pierre Luc Carrier; Aaron C. Courville; Mehdi Mirza; Benjamin Hamner; William Cukierski; Yichuan Tang; David Thaler; Dong-Hyun Lee; Yingbo Zhou; Chetan Ramaiah; et al. (ICONIP (3), 2013)

Constructing Hierarchical Image-tags Bimodal Representations for Word Tags Alternative Choice. - Fangxiang Feng; Ruifan Li; Xiaojie Wang 006 (CoRR, 2013)

Cross-modal Retrieval with Correspondence Autoencoder. - Fangxiang Feng; Xiaojie Wang 006; Ruifan Li (ACM Multimedia, 2014)

Deep correspondence restricted Boltzmann machine for cross-modal retrieval. - Fangxiang Feng; Ruifan Li; Xiaojie Wang 006 (Neurocomputing, 2015)

Challenges in representation learning: A report on three machine learning contests. - Ian J. Goodfellow; Dumitru Erhan; Pierre Luc Carrier; Aaron C. Courville; Mehdi Mirza; Benjamin Hamner; William Cukierski; Yichuan Tang; David Thaler; Dong-Hyun Lee; Yingbo Zhou; Chetan Ramaiah; et al. (Neural Networks, 2015)

Correspondence Autoencoders for Cross-Modal Retrieval. - Fangxiang Feng; Xiaojie Wang 006; Ruifan Li; Ibrar Ahmad (ACM Trans. Multim. Comput. Commun. Appl., 2015)

Improving deep convolutional neural networks for real-world clothing image. - Ruifan Li; Yuzhao Mao; Ibrar Ahmad; Fangxiang Feng; Xiaojie Wang 006 (ICNC-FSKD, 2017)

Personalized Image Annotation Using Deep Architecture. - Fangxiang Feng; Ruishan Liu; Xiaojie Wang 006; Xueming Li; Song Bi (IEEE Access, 2017)

Retrieving real world clothing images via multi-weight deep convolutional neural networks. - Ruifan Li; Fangxiang Feng; Ibrar Ahmad; Xiaojie Wang 006 (Clust. Comput., 2019)

A survey on freehand sketch recognition and retrieval. - Xianlin Zhang; Xueming Li; Yang Liu 132; Fangxiang Feng (Image Vis. Comput., 2019)

Image Synthesis from Locally Related Texts. - Tianrui Niu; Fangxiang Feng; Lingxuan Li; Xiaojie Wang 006 (ICMR, 2020)

Learning Visual Features from Product Title for Image Retrieval. - Fangxiang Feng; Tianrui Niu; Ruifan Li; Xiaojie Wang 006; Huixing Jiang (ACM Multimedia, 2020)

Answer-Driven Visual State Estimator for Goal-Oriented Visual Dialogue. - Zipeng Xu; Fangxiang Feng; Xiaojie Wang 006; Yushu Yang; Huixing Jiang; Zhongyuan Wang 006 (ACM Multimedia, 2020)

Referring Expression Generation via Visual Dialogue. - Lingxuan Li; Yihong Zhao; Zhaorui Zhang; Tianrui Niu; Fangxiang Feng; Xiaojie Wang 006 (NLPCC (2), 2020)

Answer-Driven Visual State Estimator for Goal-Oriented Visual Dialogue. - Zipeng Xu; Fangxiang Feng; Xiaojie Wang 006; Yushu Yang; Huixing Jiang; Zhongyuan Ouyang (CoRR, 2020)

Dual-CNN: A Convolutional language decoder for paragraph image captioning. - Ruifan Li; Haoyu Liang; Yihui Shi; Fangxiang Feng; Xiaojie Wang 006 (Neurocomputing, 2020)

Exploring Global and Local Linguistic Representations for Text-to-Image Synthesis. - Ruifan Li; Ning Wang; Fangxiang Feng; Guangwei Zhang 003; Xiaojie Wang 006 (IEEE Trans. Multim., 2020)

Dual Graph Convolutional Networks for Aspect-based Sentiment Analysis. - Ruifan Li; Hao Chen 041; Fangxiang Feng; Zhanyu Ma; Xiaojie Wang 006; Eduard H. Hovy (ACL/IJCNLP (1), 2021)

Multi-stage Pre-training over Simplified Multimodal Pre-training Models. - Tongtong Liu; Fangxiang Feng; Xiaojie Wang 006 (ACL/IJCNLP (1), 2021)

Category-Based Strategy-Driven Question Generator for Visual Dialogue. - Yanan Shi; Yanxin Tan; Fangxiang Feng; Chunping Zheng; Xiaojie Wang 006 (CCL, 2021)

S2TD: A Tree-Structured Decoder for Image Paragraph Captioning. - Yihui Shi; Yun Liu; Fangxiang Feng; Ruifan Li; Zhanyu Ma; Xiaojie Wang 006 (MMAsia, 2021)

Enhanced Multi-Channel Graph Convolutional Network for Aspect Sentiment Triplet Extraction. - Hao Chen 041; Zepeng Zhai; Fangxiang Feng; Ruifan Li; Xiaojie Wang 006 (ACL (1), 2022)

Co-VQA : Answering by Interactive Sub Question Sequence. - Ruonan Wang; Yuxi Qian; Fangxiang Feng; Xiaojie Wang 006; Huixing Jiang (ACL (Findings), 2022)

A Simple Model for Distantly Supervised Relation Extraction. - Ziqin Rao; Fangxiang Feng; Ruifan Li; Xiaojie Wang 006 (COLING, 2022)

COM-MRC: A COntext-Masked Machine Reading Comprehension Framework for Aspect Sentiment Triplet Extraction. - Zepeng Zhai; Hao Chen 041; Fangxiang Feng; Ruifan Li; Xiaojie Wang 006 (EMNLP, 2022)

Improving Image Paragraph Captioning with Dual Relations. - Yun Liu; Yihui Shi; Fangxiang Feng; Ruifan Li; Zhanyu Ma; Xiaojie Wang 006 (ICME, 2022)

Question-Driven Graph Fusion Network for Visual Question Answering. - Yuxi Qian; Yuncong Hu; Ruonan Wang; Fangxiang Feng; Xiaojie Wang 006 (ICME, 2022)

GR-GAN: Gradual Refinement Text-To-Image Generation. - Bo Yang; Fangxiang Feng; Xiaojie Wang 006 (ICME, 2022)

A Region-based Document VQA. - Xinya Wu; Duo Zheng; Ruonan Wang; Jiashen Sun; Minzhen Hu; Fangxiang Feng; Xiaojie Wang 006; Huixing Jiang; Fan Yang (ACM Multimedia, 2022)

Visual Dialog for Spotting the Differences between Pairs of Similar Images. - Duo Zheng; Fandong Meng; Qingyi Si; Hairun Fan; Zipeng Xu; Jie Zhou 016; Fangxiang Feng; Xiaojie Wang 006 (ACM Multimedia, 2022)

Spot the Difference: A Cooperative Object-Referring Game in Non-Perfectly Co-Observable Scene. - Duo Zheng; Fandong Meng; Qingyi Si; Hairun Fan; Zipeng Xu; Jie Zhou 016; Fangxiang Feng; Xiaojie Wang 006 (CoRR, 2022)

A deformable CNN-based triplet model for fine-grained sketch-based image retrieval. - Xianlin Zhang; Mengling Shen; Xueming Li; Fangxiang Feng (Pattern Recognit., 2022)

Modality Disentangled Discriminator for Text-to-Image Synthesis. - Fangxiang Feng; Tianrui Niu; Ruifan Li; Xiaojie Wang 006 (IEEE Trans. Multim., 2022)

Speech Enhancement with Lip Perceptual Loss. - Jingyuan Zhang; Fangxiang Feng; Dingqian Hong; Xiaojie Wang 006 (CCIS, 2023)

Referring Image Harmonization. - Zhenghui Wang; Xiaoxuan Fan; Zhuangzhuang Li; Fangxiang Feng; Xiaojie Wang 006 (ICCIP, 2023)

Whether you can locate or not? Interactive Referring Expression Generation. - Fulong Ye; Yuxing Long; Fangxiang Feng; Xiaojie Wang 006 (ACM Multimedia, 2023)

Visual Prompt Tuning for Weakly Supervised Phrase Grounding. - Pengyue Lin; Zhihan Yu; Mingcong Lu; Fangxiang Feng; Ruifan Li; Xiaojie Wang 006 (ICASSP, 2024)

DiffHarmony: Latent Diffusion Model Meets Image Harmonization. - Pengfei Zhou; Fangxiang Feng; Xiaojie Wang 006 (ICMR, 2024)

Triple Alignment Strategies for Zero-shot Phrase Grounding under Weak Supervision. - Pengyue Lin; Ruifan Li; Yuzhe Ji; Zhihan Yu; Fangxiang Feng; Zhanyu Ma; Xiaojie Wang 006 (ACM Multimedia, 2024)

Q-MoE: Connector for MLLMs with Text-Driven Routing. - Hanzi Wang; Jiamin Ren; Yifeng Ding; Lei Ren; Huixing Jiang; Wei Chen; Fangxiang Feng; Xiaojie Wang 006 (ACM Multimedia, 2024)

DiffHarmony++: Enhancing Image Harmonization with Harmony-VAE and Inverse Harmonization Model. - Pengfei Zhou; Fangxiang Feng; Guang Liu 006; Ruifan Li; Xiaojie Wang 006 (ACM Multimedia, 2024)

Infinity-MM: Scaling Multimodal Performance with Large-Scale and High-Quality Instruction Data. - Shuhao Gu; Jialing Zhang; Siyuan Zhou; Kevin Yu; Zhaohu Xing; Liangdong Wang; Zhou Cao; Jintao Jia; Zhuoyi Zhang; Yixuan Wang; Zhenchong Hu; Bo-Wen Zhang; et al. (CoRR, 2024)

DualGCN: Exploring Syntactic and Semantic Information for Aspect-Based Sentiment Analysis. - Ruifan Li; Hao Chen 041; Fangxiang Feng; Zhanyu Ma; Xiaojie Wang 006; Eduard H. Hovy (IEEE Trans. Neural Networks Learn. Syst., 2024)

LGR-NET: Language Guided Reasoning Network for Referring Expression Comprehension. - Mingcong Lu; Ruifan Li; Fangxiang Feng; Zhanyu Ma; Xiaojie Wang 006 (IEEE Trans. Circuits Syst. Video Technol., 2024)

Concept Conductor: Orchestrating Multiple Personalized Concepts in Text-to-Image Synthesis. - Zebin Yao; Fangxiang Feng; Ruifan Li; Xiaojie Wang 006 (AAAI, 2025)

Exploiting Prior Tacit Knowledge to Enhance Alignment and Verification in zero-shot video grounding. - Jing Wang 169; Xianbing Zhao; Xiaojie Wang 006; Fangxiang Feng (Neurocomputing, 2025)

Action-guided prompt tuning for video grounding. - Jing Wang 169; Raymon Tsao; Xuan Wang; Xiaojie Wang 006; Fangxiang Feng; Shiyu Tian; Soujanya Poria (Inf. Fusion, 2025)

FreeGraftor: Training-Free Cross-Image Feature Grafting for Subject-Driven Text-to-Image Generation. - Zebin Yao; Lei Ren; Huixing Jiang; Chen Wei; Xiaojie Wang 006; Ruifan Li; Fangxiang Feng (CoRR, 2025)

Evaluating MLLMs with Multimodal Multi-image Reasoning Benchmark. - Ziming Cheng; Binrui Xu; Lisheng Gong; Zuhe Song; Tianshuo Zhou; Shiqi Zhong; Siyu Ren; Mingxiang Chen; Xiangchao Meng; Yuxin Zhang; Yanlin Li; Lei Ren; et al. (CoRR, 2025)

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities. - Guoyang Xia; Yifeng Ding; Fengfa Li; Lei Ren; Wei Chen; Fangxiang Feng; Xiaojie Wang 006 (CoRR, 2025)