Think Twice Before Determining: Toward Scene-Aware Visual Reasoning for Mirror Detection.

Mingfeng Zha

Mingfeng Zha Guoqing Wang 0001 Yunqiang Pei Tianyu Li 0003 Xiongxin Tang Jiayi Ma 0001 Yang Yang 0002 Heng Tao Shen Think Twice Before Determining: Toward Scene-Aware Visual Reasoning for Mirror Detection. 2026 June 8125-8141 36 IEEE Trans. Circuits Syst. Video Technol. 6 https://doi.org/10.1109/TCSVT.2026.3657574 db/journals/tcsv/tcsv36.html#ZhaWPLTMYS26 streams/journals/tcsv

Mingfeng Zha Guoqing Wang 0001 Tianyu Li 0003 Wei Dong 0010 Peng Wang 0023 Yang Yang 0002 Seeing Beyond Illusion: Generalized and Efficient Mirror Detection. 12331-12339 2026 AAAI https://doi.org/10.1609/aaai.v40i15.38225 conf/aaai/2026 db/conf/aaai/aaai2026.html#ZhaWLDWY26

Mingfeng Zha Tianyu Li 0003 Guoyin Wang 0001 Yunqiang Pei Chaofan Qiao Jiening Zhang Yang Yang 0002 Heng Tao Shen Hierarchical Consistency Learning for Test-time Adaptation in Camouflage Perception. 2026 May abs/2605.25651 CoRR https://doi.org/10.48550/arXiv.2605.25651 db/journals/corr/corr2605.html#abs-2605-25651 streams/journals/corr

Mingfeng Zha Guoqing Wang 0001 Yunqiang Pei Tianyu Li 0003 Xiongxin Tang Chongyi Li Yang Yang 0002 Heng Tao Shen Heterogeneous Experts and Hierarchical Perception for Underwater Salient Object Detection. 3703-3717 2025 34 IEEE Trans. Image Process. https://doi.org/10.1109/TIP.2025.3572760 db/journals/tip/tip34.html#ZhaWPLTLYS25 streams/journals/tip

Mingfeng Zha Tianyu Li 0003 Guoyin Wang 0001 Peng Wang 0023 Yangyang Wu Yang Yang 0002 Heng Tao Shen Implicit Counterfactual Learning for Audio-Visual Segmentation. 2025 ICCV 22349-22360 conf/iccv/2025 https://doi.org/10.1109/ICCV51701.2025.02075 db/conf/iccv/iccv2025.html#ZhaLWWWYS25 streams/conf/iccv Yunqiang Pei Renming Huang Mingfeng Zha Guoqing Wang 0001 Peng Wang 0023 Qiao Kang Yang Yang 0002 Heng Tao Shen AttentionAR: AR Adaptation and Warning for Real-World Safety via Attention Modeling and MLLM Reasoning. 118:1-118:19 2025 UIST https://doi.org/10.1145/3746059.3747674 conf/uist/2025 db/conf/uist/uist2025.html#PeiHZWWK0S25

Mingfeng Zha Tianyu Li 0003 Guoyin Wang 0001 Peng Wang 0023 Yangyang Wu Yang Yang 0002 Heng Tao Shen Implicit Counterfactual Learning for Audio-Visual Segmentation. 2025 July abs/2507.20740 CoRR https://doi.org/10.48550/arXiv.2507.20740 db/journals/corr/corr2507.html#abs-2507-20740 streams/journals/corr

Mingfeng Zha Feiyang Fu Yunqiang Pei Guoqing Wang 0001 Tianyu Li 0003 Xiongxin Tang Yang Yang 0002 Heng Tao Shen Dual Domain Perception and Progressive Refinement for Mirror Detection. 11942-11953 2024 November 34 IEEE Trans. Circuits Syst. Video Technol. 11 https://doi.org/10.1109/TCSVT.2024.3426673 db/journals/tcsv/tcsv34.html#ZhaFPWLTYS24 streams/journals/tcsv

Mingfeng Zha Yunqiang Pei Guoqing Wang 0001 Tianyu Li 0003 Yang Yang 0002 Wenbin Qian Heng Tao Shen Weakly-Supervised Mirror Detection via Scribble Annotations. 6953-6961 2024 AAAI https://doi.org/10.1609/aaai.v38i7.28521 conf/aaai/2024 db/conf/aaai/aaai2024.html#ZhaPWL0QS24 Yunqiang Pei Jialei Tang Qihang Tang Mingfeng Zha Dongyu Xie Guoqing Wang 0001 Zhitao Liu Ning Xie 0003 Peng Wang 0023 Yang Yang 0002 Hengtao Shen Emotion Recognition in HMDs: A Multi-task Approach Using Physiological Signals and Occluded Faces. 5977-5986 2024 ACM Multimedia https://doi.org/10.1145/3664647.3681365 https://www.wikidata.org/entity/Q131168020 conf/mm/2024 db/conf/mm/mm2024.html#PeiTTZXWLX00S24 Yunqiang Pei Bowen Jiang Kaiyue Zhang Ziyang Lu Mingfeng Zha Guoqing Wang 0001 Zhitao Liu Ning Xie 0003 Yang Yang 0002 Hengtao Shen Toward Optimized AR-Based Human-Robot Interaction Ergonomics: Modeling and Predicting Interaction Comfort. 797-798 2024 VR Workshops https://doi.org/10.1109/VRW62533.2024.00195 conf/vr/2024w db/conf/vr/vr2024w.html#PeiJZLZWL0YS24

Mingfeng Zha Wenbin Qian Wenji Yang Yilu Xu Multifeature Transformation and Fusion-Based Ship Detection With Small Targets and Complex Backgrounds. 1-5 2022 19 IEEE Geosci. Remote. Sens. Lett. https://doi.org/10.1109/LGRS.2022.3192559 db/journals/lgrs/lgrs19.html#ZhaQYX22

Mingfeng Zha Wenbin Qian Wenlong Yi Jing Hua 0004 A Lightweight YOLOv4-Based Forestry Pest Detection Method Using Coordinate Attention and Feature Fusion. 1587 2021 23 Entropy 12 https://doi.org/10.3390/e23121587 db/journals/entropy/entropy23.html#ZhaQYH21

Wei Dong 0010 Feiyang Fu Jing Hua 0004 Renming Huang Bowen Jiang Qiao Kang Chongyi Li Tianyu Li 0003 Zhitao Liu Ziyang Lu Jiayi Ma 0001 Yunqiang Pei Wenbin Qian Chaofan Qiao Heng Tao ShenHengtao Shen Jialei Tang Qihang Tang Xiongxin Tang Guoqing Wang 0001 Guoyin Wang 0001 Peng Wang 0023 Yangyang Wu Dongyu Xie Ning Xie 0003 Yilu Xu Wenji Yang Yang Yang 0002 Wenlong Yi Jiening Zhang Kaiyue Zhang