Underwater image enhancement by diffusion model with customized CLIP-classifier.

Kunqian Li https://orcid.org/0000-0001-9831-6457

Shuaixin Liu Kunqian Li Yilin Ding Qi Qi 0008 Underwater image enhancement by diffusion model with customized CLIP-classifier. 112232 2026 171 Pattern Recognit. https://doi.org/10.1016/j.patcog.2025.112232 db/journals/pr/pr171.html#LiuLDQ26 streams/journals/pr

Chengzhi Ma Kunqian Li Shuaixin Liu Han Mei Depth-Assisted Network for Indiscernible Marine Object Counting With Adaptive Motion-Differentiated Feature Encoding. 2026 January 505-520 36 IEEE Trans. Circuits Syst. Video Technol. 1 https://doi.org/10.1109/TCSVT.2025.3597320 db/journals/tcsv/tcsv36.html#MaLLM26 streams/journals/tcsv

Shuaixin Liu Kunqian Li Yilin Ding Kuangwei Xu Qianli Jiang Q. M. Jonathan Wu Dalei Song Towards the in-situ trunk identification and length measurement of sea cucumbers via Bézier curve modelling. 110944 2025 239 Comput. Electron. Agric. https://doi.org/10.1016/j.compag.2025.110944 db/journals/cea/cea239.html#LiuLDXJWS25 streams/journals/cea

Siqi Zhang Guojia Hou Kunqian Li Weidong Zhang 0007 Huan Yang 0001 Zhenkuan Pan 0001 Toward a blind quality assessment for underwater images. 117370 2025 138 Signal Process. Image Commun. https://doi.org/10.1016/j.image.2025.117370 db/journals/spic/spic138.html#ZhangHLZYP25 streams/journals/spic

Yilin Ding Kunqian Li Han Mei Shuaixin Liu Guojia Hou WaterMono: Teacher-Guided Anomaly Masking and Enhancement Boosting for Robust Underwater Self-Supervised Monocular Depth Estimation. 1-14 2025 74 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2025.3553943 db/journals/tim/tim74.html#DingLMLH25 streams/journals/tim

Chengzhi Ma Kunqian Li Shuaixin Liu Han Mei Depth-Assisted Network for Indiscernible Marine Object Counting with Adaptive Motion-Differentiated Feature Encoding. 2025 March abs/2503.08152 CoRR https://doi.org/10.48550/arXiv.2503.08152 db/journals/corr/corr2503.html#abs-2503-08152 streams/journals/corr

Han Mei Kunqian Li Shuaixin Liu Chengzhi Ma Qianli Jiang DPF-Net: Physical Imaging Model Embedded Data-Driven Underwater Image Enhancement. 2025 March abs/2503.12470 CoRR https://doi.org/10.48550/arXiv.2503.12470 db/journals/corr/corr2503.html#abs-2503-12470 streams/journals/corr

Chun Fang Kun Sun 0002 Xin Li 0005 Kunqian Li Wenbing Tao OD-Net: Orthogonal descriptor network for multiview image keypoint matching. 102206 2024 May 105 Inf. Fusion https://doi.org/10.1016/j.inffus.2023.102206 db/journals/inffus/inffus105.html#FangSLLT24

Yongchang Zhang Qi Qi 0008 Kunqian Li Dandan Liu Underwater video consistent enhancement: a real-world dataset and solution with progressive quality learning. 7335-7361 2024 January 83 Multim. Tools Appl. 3 https://doi.org/10.1007/s11042-023-15542-3 db/journals/mta/mta83.html#ZhangQLL24

Guojia Hou Nan Li Peixian Zhuang Kunqian Li Hai-Han Sun Chongyi Li Non-Uniform Illumination Underwater Image Restoration via Illumination Channel Sparsity Prior. 799-814 2024 February 34 IEEE Trans. Circuits Syst. Video Technol. 2 https://doi.org/10.1109/TCSVT.2023.3290363 db/journals/tcsv/tcsv34.html#HouLZLSL24

Yuan Rao 0001 Wenjie Liu Kunqian Li Hao Fan 0004 Sen Wang 0002 Junyu Dong Deep Color Compensation for Generalized Underwater Image Enhancement. 2577-2590 2024 April 34 IEEE Trans. Circuits Syst. Video Technol. 4 https://doi.org/10.1109/TCSVT.2023.3305777 db/journals/tcsv/tcsv34.html#RaoLLFWD24

Kunqian Li Hongtao Fan Qi Qi 0008 Chi Yan Kun Sun 0002 Q. M. Jonathan Wu TCTL-Net: Template-Free Color Transfer Learning for Self-Attention Driven Underwater Image Enhancement. 4682-4697 2024 June 34 IEEE Trans. Circuits Syst. Video Technol. 6 https://doi.org/10.1109/TCSVT.2023.3328272 db/journals/tcsv/tcsv34.html#LiFQYSW24

Kunqian Li Xiya Wang Wenjie Liu Qi Qi 0008 Guojia Hou Zhiguo Zhang 0005 Kun Sun 0002 Learning Scribbles for Dense Depth: Weakly Supervised Single Underwater Image Depth Estimation Boosted by Multitask Learning. 1-15 2024 62 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2024.3358892 https://www.wikidata.org/entity/Q129283737 db/journals/tgrs/tgrs62.html#LiWLQHZ024

Zexiao Xie Xiaoxuan Yu Xiang Gao 0009 Kunqian Li Shuhan Shen Recent Advances in Conventional and Deep Learning-Based Depth Completion: A Survey. 3395-3415 2024 March 35 IEEE Trans. Neural Networks Learn. Syst. 3 https://doi.org/10.1109/TNNLS.2022.3201534 db/journals/tnn/tnn35.html#XieYGLS24

Shuaixin Liu Kunqian Li Yilin Ding Underwater Image Enhancement by Diffusion Model with Customized CLIP-Classifier. 2024 abs/2405.16214 CoRR https://doi.org/10.48550/arXiv.2405.16214 db/journals/corr/corr2405.html#abs-2405-16214

Yilin Ding Kunqian Li Han Mei Shuaixin Liu Guojia Hou WaterMono: Teacher-Guided Anomaly Masking and Enhancement Boosting for Robust Underwater Self-Supervised Monocular Depth Estimation. 2024 abs/2406.13344 CoRR https://doi.org/10.48550/arXiv.2406.13344 db/journals/corr/corr2406.html#abs-2406-13344

Shuaixin Liu Kunqian Li Yilin Ding Kuangwei Xu Qianli Jiang Q. M. Jonathan Wu Dalei Song Towards the in-situ Trunk Identification and Length Measurement of Sea Cucumbers via Bézier Curve Modelling. 2024 abs/2406.13951 CoRR https://doi.org/10.48550/arXiv.2406.13951 db/journals/corr/corr2406.html#abs-2406-13951

Jinhong Yu Kun Sun 0002 Kunqian Li Chuan Tang Ruyi Feng Towards Accurate Image Matching by Exploring Redundancy Between Multiple Descriptors. 1-5 2023 20 IEEE Geosci. Remote. Sens. Lett. https://doi.org/10.1109/LGRS.2023.3274225 db/journals/lgrs/lgrs20.html#Yu0LTF23

Juan Liu Kun Sun 0002 San Jiang Kunqian Li Wenbing Tao MSSF: A Novel Mutual Structure Shift Feature for Removing Incorrect Keypoint Correspondences between Images. 926 2023 February 15 Remote. Sens. 4 https://doi.org/10.3390/rs15040926 db/journals/remotesensing/remotesensing15.html#LiuSJLT23

Kunqian Li Li Wu Qi Qi 0008 Wenjie Liu Xiang Gao 0009 Liqin Zhou 0001 Dalei Song Beyond Single Reference for Training: Underwater Image Enhancement via Comparative Learning. 2561-2576 2023 June 33 IEEE Trans. Circuits Syst. Video Technol. 6 https://doi.org/10.1109/TCSVT.2022.3225376 db/journals/tcsv/tcsv33.html#LiWQLGZS23

Guojia Hou Yuxuan Li Huan Yang 0001 Kunqian Li Zhenkuan Pan 0001 UID2021: An Underwater Image Dataset for Evaluation of No-Reference Quality Assessment Metrics. 151:1-151:24 2023 19 ACM Trans. Multim. Comput. Commun. Appl. 4 https://doi.org/10.1145/3578584 db/journals/tomccap/tomccap19.html#HouL0L023

Xinjie Li Guojia Hou Kunqian Li Zhenkuan Pan 0001 Enhancing underwater image via adaptive color and contrast enhancement, and denoising. 104759 2022 111 Eng. Appl. Artif. Intell. https://doi.org/10.1016/j.engappai.2022.104759 db/journals/eaai/eaai111.html#LiHLP22

Hua Yang Fei Tian Qi Qi 0008 Q. M. Jonathan Wu Kunqian Li Underwater image enhancement with latent consistency learning-based color transfer. 1594-1612 2022 16 IET Image Process. 6 https://doi.org/10.1049/ipr2.12433 https://www.wikidata.org/entity/Q111521044 db/journals/iet-ipr/iet-ipr16.html#YangTQWL22

Qi Qi 0008 Yongchang Zhang Fei Tian Q. M. Jonathan Wu Kunqian Li Xin Luan Dalei Song Underwater Image Co-Enhancement With Correlation Feature Matching and Joint Learning. 1133-1147 2022 32 IEEE Trans. Circuits Syst. Video Technol. 3 https://doi.org/10.1109/TCSVT.2021.3074197 https://www.wikidata.org/entity/Q114894657 db/journals/tcsv/tcsv32.html#QiZTWLLS22

Qi Qi 0008 Kunqian Li Haiyong Zheng Xiang Gao 0009 Guojia Hou Kun Sun 0002 SGUIE-Net: Semantic Attention Guided Underwater Image Enhancement With Multi-Scale Perception. 6816-6830 2022 31 IEEE Trans. Image Process. https://doi.org/10.1109/TIP.2022.3216208 db/journals/tip/tip31.html#QiLZGHS22

Qi Qi 0008 Kunqian Li Haiyong Zheng Xiang Gao 0009 Guojia Hou Kun Sun 0002 SGUIE-Net: Semantic Attention Guided Underwater Image Enhancement with Multi-Scale Perception. 2022 abs/2201.02832 CoRR https://arxiv.org/abs/2201.02832 db/journals/corr/corr2201.html#abs-2201-02832

Guojia Hou Yuxuan Li Huan Yang 0001 Kunqian Li Zhenkuan Pan 0001 UID2021: An Underwater Image Dataset for Evaluation of No-reference Quality Assessment Metrics. 2022 abs/2204.08813 CoRR https://doi.org/10.48550/arXiv.2204.08813 db/journals/corr/corr2204.html#abs-2204-08813

Kunqian Li Duo Shi Yongchang Zhang Q. M. Jonathan Wu Xin Luan Dalei Song CascNet: No-reference saliency quality assessment with cascaded applicability sorting and comparing network. 231-242 2021 425 Neurocomputing https://doi.org/10.1016/j.neucom.2020.04.090 db/journals/ijon/ijon425.html#LiSZWLS21

Xinjie Li Guojia Hou Kunqian Li Enhancing Underwater Image via Adaptive Color and Contrast Enhancement, and Denoising. 2021 abs/2104.01073 CoRR https://arxiv.org/abs/2104.01073 db/journals/corr/corr2104.html#abs-2104-01073

Liman Liu Yuntao Wang Kunqian Li Jie Li 0053 Focus First: Coarse-to-Fine Traffic Sign Detection With Stepwise Learning. 171170-171183 2020 8 IEEE Access https://doi.org/10.1109/ACCESS.2020.3024583 db/journals/access/access8.html#LiuWLL20

Qi Qi 0008 Kunqian Li Xinning Wang Xin Luan Dalei Song DrlNet: Blind object proposal quality assessment with discriminative response learning. 102810 2020 106 Digit. Signal Process. https://doi.org/10.1016/j.dsp.2020.102810 db/journals/dsp/dsp106.html#QiLWLS20

Kunqian Li Shengbo Qi Hua Yang Liqin Zhou 0001 Dalei Song Extensible image object co-segmentation with sparse cooperative relations. 422-434 2020 521 Inf. Sci. https://doi.org/10.1016/j.ins.2020.02.055 db/journals/isci/isci521.html#LiQYZS20

Xiang Gao 0009 Jiazheng Luo Kunqian Li Zexiao Xie Hierarchical RANSAC-Based Rotation Averaging. 1874-1878 2020 27 IEEE Signal Process. Lett. https://doi.org/10.1109/LSP.2020.3031759 db/journals/spl/spl27.html#GaoLLX20

Kunqian Li Wenbing Tao Liman Liu Online Semantic Object Segmentation for Vision Robot Collected Video. 107602-107615 2019 7 IEEE Access https://doi.org/10.1109/ACCESS.2019.2933479 db/journals/access/access7.html#LiTL19

Kunqian Li Wenbing Tao Xiaobai Liu Liman Liu Iterative image segmentation with feature driven heuristic four-color labeling. 69-79 2018 76 Pattern Recognit. https://doi.org/10.1016/j.patcog.2017.10.023 db/journals/pr/pr76.html#LiTLL18

Liman Liu Kunqian Li Xiangli Liao Image Co-segmentation by Co-diffusion. 4423-4440 2017 36 Circuits Syst. Signal Process. 11 https://doi.org/10.1007/s00034-017-0518-5 db/journals/cssp/cssp36.html#LiuLL17

Tingting Li Kunqian Li Wenbing Tao Robust Lane Detection and Tracking with Propagated Spatio-temporal Constraints. 202-207 2017 ACPR https://doi.org/10.1109/ACPR.2017.92 conf/acpr/2017 db/conf/acpr/acpr2017.html#LiLT17

Jiaojiao Zhang Kunqian Li Wenbing Tao Multivideo Object Cosegmentation for Irrelevant Frames Involved Videos. 785-789 2016 23 IEEE Signal Process. Lett. 6 https://doi.org/10.1109/LSP.2016.2557346 db/journals/spl/spl23.html#ZhangLT16

Kunqian Li Jiaojiao Zhang Wenbing Tao Unsupervised Co-Segmentation for Indefinite Number of Common Foreground Objects. 1898-1909 2016 25 IEEE Trans. Image Process. 4 https://doi.org/10.1109/TIP.2016.2526900 https://www.wikidata.org/entity/Q39990236 db/journals/tip/tip25.html#LiZT16

Wenbing Tao Kunqian Li Kun Sun 0002 SaCoseg: Object Cosegmentation by Shape Conformability. 943-955 2015 24 IEEE Trans. Image Process. 3 https://doi.org/10.1109/TIP.2014.2387384 https://www.wikidata.org/entity/Q39061877 db/journals/tip/tip24.html#TaoLS15

Kunqian Li Wenbing Tao Adaptive Optimal Shape Prior for Easy Interactive Object Segmentation. 994-1005 2015 17 IEEE Trans. Multim. 7 https://doi.org/10.1109/TMM.2015.2433795 db/journals/tmm/tmm17.html#LiT15

Wenbing Tao Yicong Zhou Liman Liu Kunqian Li Kun Sun 0002 Zhiguo Zhang 0005 Spatial adjacent bag of features with multiple superpixels for object segmentation and classification. 373-385 2014 281 Inf. Sci. https://doi.org/10.1016/j.ins.2014.05.032 db/journals/isci/isci281.html#TaoZLLSZ14

Xiangli Liao Hongbo Xu Yicong Zhou Kunqian Li Wenbing Tao Qiuju Guo Liman Liu Automatic image segmentation using salient key point extraction and star shape prior. 122-136 2014 105 Signal Process. https://doi.org/10.1016/j.sigpro.2014.04.035 db/journals/sigpro/sigpro105.html#LiaoXZLTGL14

Kunqian Li Wenbing Tao Xiangli Liao Liman Liu Automatic Shape Constraint Selection Based Object Segmentation. 249-262 2014 EMMCVPR https://doi.org/10.1007/978-3-319-14612-6_19 conf/emmcvpr/2014 db/conf/emmcvpr/emmcvpr2014.html#LiTLL14 Yilin Ding Junyu Dong Hao Fan 0004 Hongtao Fan Chun Fang Ruyi Feng Xiang Gao 0009 Qiuju Guo Guojia Hou Qianli Jiang San Jiang Chongyi Li Jie Li 0053 Nan Li Tingting Li Xin Li 0005 Xinjie Li Yuxuan Li Xiangli Liao Dandan Liu Juan Liu Liman Liu Shuaixin Liu Wenjie Liu Xiaobai Liu Xin Luan Jiazheng Luo Chengzhi Ma Han Mei Zhenkuan Pan 0001 Qi Qi 0008 Shengbo Qi Yuan Rao 0001 Shuhan Shen Duo Shi Dalei Song Hai-Han Sun Kun Sun 0002 Chuan Tang Wenbing Tao Fei Tian Sen Wang 0002 Xinning Wang Xiya Wang Yuntao Wang Li Wu Q. M. Jonathan Wu Zexiao Xie Hongbo Xu Kuangwei Xu Chi Yan Hua Yang Huan Yang 0001 Jinhong Yu Xiaoxuan Yu Jiaojiao Zhang Siqi Zhang Weidong Zhang 0007 Yongchang Zhang Zhiguo Zhang 0005 Haiyong Zheng Liqin Zhou 0001 Yicong Zhou Peixian Zhuang