@article{bb65600,
        AUTHOR = "Blum, H. and Sarlin, P.E. and Nieto, J. and Siegwart, R. and Cadena, C.",
        TITLE = "The Fishyscapes Benchmark:
Measuring Blind Spots in Semantic Segmentation",
        JOURNAL = IJCV,
        VOLUME = "129",
        YEAR = "2021",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "3119-3135",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63367"}

@article{bb65601,
        AUTHOR = "Melki, P. and Bombrun, L. and Millet, E. and Diallo, B. and El Ghor, H.E. and da Costa, J.P.",
        TITLE = "Exploratory Analysis on Pixelwise Image Segmentation Metrics with an
Application in Proximal Sensing",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "4",
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        AUTHOR = "Tung, C. and Goel, A. and Bordwell, F. and Eliopoulos, N. and Hu, X. and Lu, Y.H. and Thiruvathukal, G.K.",
        TITLE = "Why Accuracy is Not Enough: The Need for Consistency in Object
Detection",
        JOURNAL = MultMedMag,
        VOLUME = "29",
        YEAR = "2022",
        NUMBER = "3",
        MONTH = "July",
        PAGES = "8-16",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63369"}

@article{bb65603,
        AUTHOR = "Oksuz, K. and Cam, B.C. and Kalkan, S. and Akbas, E.",
        TITLE = "One Metric to Measure Them All: Localisation Recall Precision (LRP)
for Evaluating Visual Detection Tasks",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "9446-9463",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63370"}

@article{bb65604,
        AUTHOR = "Lambert, J. and Liu, Z. and Sener, O. and Hays, J. and Koltun, V.",
        TITLE = "MSeg: A Composite Dataset for Multi-Domain Semantic Segmentation",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "796-810",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63371"}

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        AUTHOR = "Koltun, V. and Hays, J. and Sener, O. and Liu, Z. and Lambert, J.",
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@article{bb65606,
        AUTHOR = "Li, S. and Liu, F. and Jiao, L.C. and Liu, X. and Chen, P.H.",
        TITLE = "Learning Salient Feature for Salient Object Detection Without Labels",
        JOURNAL = Cyber,
        VOLUME = "53",
        YEAR = "2023",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "1012-1025",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63372"}

@inproceedings{bb65607,
        AUTHOR = "Mai, L. and Liu, F.",
        TITLE = "Comparing Salient Object Detection Results without Ground Truth",
        BOOKTITLE = ECCV14,
        YEAR = "2014",
        PAGES = "III: 76-91",
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@article{bb65608,
        AUTHOR = "Das, G. and Panda, R. and Samantaray, L. and Agrawal, S.",
        TITLE = "A Novel Segmentation Error Minimization-Based Method for Multilevel
Optimal Threshold Selection Using Opposition Equilibrium Optimizer",
        JOURNAL = IJIG,
        VOLUME = "23",
        YEAR = "2023",
        NUMBER = "2 2023",
        PAGES = "2350021",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63374"}

@article{bb65609,
        AUTHOR = "Pemula, R. and Kumar, S.V. and Nagaraju, C.",
        TITLE = "Generation of Random Fields for Image Segmentation Techniques: A Review",
        JOURNAL = IJIG,
        VOLUME = "23",
        YEAR = "2023",
        NUMBER = "2 2023",
        PAGES = "2350022",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63375"}

@article{bb65610,
        AUTHOR = "Yang, Y.F. and Yang, B.",
        TITLE = "Benchmarking and Analysis of Unsupervised Object Segmentation from
Real-World Single Images",
        JOURNAL = IJCV,
        VOLUME = "132",
        YEAR = "2024",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "2077-2113",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63376"}

@article{bb65611,
        AUTHOR = "Mackow, W. and Bondarewicz, M. and Lysko, A. and Terefenko, P.",
        TITLE = "Orthophoto-Based Vegetation Patch Analyses: A New Approach to Assess
Segmentation Quality",
        JOURNAL = RS,
        VOLUME = "16",
        YEAR = "2024",
        NUMBER = "17",
        PAGES = "3344",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63377"}

@article{bb65612,
        AUTHOR = "Cho, Y.J.",
        TITLE = "Weighted Intersection over Union (wIoU) for evaluating image
segmentation",
        JOURNAL = PRL,
        VOLUME = "185",
        YEAR = "2024",
        PAGES = "101-107",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63378"}

@article{bb65613,
        AUTHOR = "Pacheco dos Santos Lima, M.S. and Lopez Rubio, E. and Ortiz de Lazcano Lobato, J.M. and Fernandez Rodriguez, J.D.",
        TITLE = "Enhanced generation of automatically labelled image segmentation
datasets by advanced style interpreter deep architectures",
        JOURNAL = PRL,
        VOLUME = "193",
        YEAR = "2025",
        PAGES = "101-107",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63379"}

@article{bb65614,
        AUTHOR = "Cai, W.X. and Jin, K. and Hou, J.Y. and Guo, C. and Wu, L. and Yang, W.K.",
        TITLE = "VDD: Varied Drone Dataset for semantic segmentation",
        JOURNAL = JVCIR,
        VOLUME = "109",
        YEAR = "2025",
        PAGES = "104429",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63380"}

@article{bb65615,
        AUTHOR = "Hsieh, P.W. and Tseng, C.L. and Yang, S.Y.",
        TITLE = "Additive-Bias-Correction Variational Model for Noisy and
Intensity-Inhomogeneous Image Segmentation",
        JOURNAL = SIIMS,
        VOLUME = "18",
        YEAR = "2025",
        NUMBER = "2",
        PAGES = "1235-1259",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63381"}

@article{bb65616,
        AUTHOR = "Zhang, J. and Zhang, R.H. and Cao, Z. and Xu, L.X. and Chen, X. and Xu, M.",
        TITLE = "It Takes Two: Multi-Frequency Perception With Complementary Fusion
Network for Complex Scene Segmentation",
        JOURNAL = CirSysVideo,
        VOLUME = "36",
        YEAR = "2026",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "5288-5300",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63382"}

@article{bb65617,
        AUTHOR = "Zhao, X.Q. and Zhang, C. and Gao, Y. and Yang, J. and Yang, L.T. and Yang, J.",
        TITLE = "Balancing Performance and Efficiency: Toward Superior Image
Segmentation With Adaptive Sparse Attention",
        JOURNAL = CirSysVideo,
        VOLUME = "36",
        YEAR = "2026",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "7337-7351",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63383"}

@article{bb65618,
        AUTHOR = "Yin, Z.J. and Li, B. and Liang, K.M. and Sun, H. and He, Z.J. and Ma, Z.Y. and Guo, J.",
        TITLE = "Benchmarking Semantic Segmentation Models via Appearance and Geometry
Attribute Editing",
        JOURNAL = PAMI,
        VOLUME = "48",
        YEAR = "2026",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "8661-8677",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63384"}

@inproceedings{bb65619,
        AUTHOR = "Yin, Z.J. and Liang, K.M. and Li, B. and Ma, Z.Y. and Guo, J.",
        TITLE = "Benchmarking Segmentation Models with Mask-Preserved Attribute
Editing",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "22509-22519",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63385"}

@article{bb65620,
        AUTHOR = "Cosarinsky, M. and Billot, R. and Mansilla, L. and Jimenez, G. and Gaggion, N. and Fu, G.H. and Tirer, T. and Ferrante, E.",
        TITLE = "ConfIC-RCA: Statistically Grounded Efficient Estimation of
Segmentation Quality",
        JOURNAL = MedImg,
        VOLUME = "45",
        YEAR = "2026",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "3545-3557",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63386"}

@article{bb65621,
        AUTHOR = "Liu, Y.J. and Wang, J.H. and Tian, Z. and Zhao, H. and Zhu, Z. and Luo, S.Q. and Su, J.",
        TITLE = "Failure Detection in Image Segmentation Under Conditions of Semantic
and Covariate Shifts",
        JOURNAL = CirSysVideo,
        VOLUME = "36",
        YEAR = "2026",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "12367-12380",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63387"}

@article{bb65622,
        AUTHOR = "Qi, L. and Chen, Y.W. and Zhang, T. and Li, X.T. and Yang, X. and Du, B. and Yang, M.H.",
        TITLE = "High-Quality Entity Segmentation and Grounding",
        JOURNAL = PAMI,
        VOLUME = "48",
        YEAR = "2026",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "12132-12149",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63388"}

@inproceedings{bb65623,
        AUTHOR = "Qi, L. and Kuen, J. and Shen, T.C. and Gu, J.X. and Li, W.B. and Guo, W.D. and Jia, J.Y. and Lin, Z. and Yang, M.H.",
        TITLE = "High Quality Entity Segmentation",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "4024-4033",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63389"}

@inproceedings{bb65624,
        AUTHOR = "Yao, M. and Aich, A. and Suh, Y.M. and Roy Chowdhury, A. and Shelton, C. and Chandraker, M.",
        TITLE = "Image-Specific Adaptation of Transformer Encoders for
Compute-Efficient Segmentation",
        BOOKTITLE = VAQuality26,
        YEAR = "2026",
        PAGES = "1116-1125",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63390"}

@inproceedings{bb65625,
        AUTHOR = "Zhang, Y.H. and Zhang, Z.G.",
        TITLE = "Reference Segmentation Network Based on Feature Interaction
Enhancement",
        BOOKTITLE = ICIVC25,
        YEAR = "2025",
        PAGES = "72-76",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63391"}

@inproceedings{bb65626,
        AUTHOR = "Rosi, G. and Cermelli, F.",
        TITLE = "Show or Tell? A Benchmark to Evaluate Visual and Textual Prompts in
Semantic Segmentation",
        BOOKTITLE = PixFM25,
        YEAR = "2025",
        PAGES = "4153-4163",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63392"}

@inproceedings{bb65627,
        AUTHOR = "Liao, C. and Lei, K.Y. and Zheng, X. and Moon, J. and Wang, Z.X. and Wang, Y.X. and Paudel, D.P. and Van Gool, L.J. and Hu, X.M.",
        TITLE = "Benchmarking Multi-Modal Semantic Segmentation Under Sensor Failures:
Missing and Noisy Modality Robustness",
        BOOKTITLE = TrustworthyOpen25,
        YEAR = "2025",
        PAGES = "1567-1577",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63393"}

@inproceedings{bb65628,
        AUTHOR = "Bauchwitz, B. and Cummings, M.",
        TITLE = "Task Configuration Impacts Annotation Quality and Model Training
Performance in Crowdsourced Image Segmentation",
        BOOKTITLE = WACV25,
        YEAR = "2025",
        PAGES = "6646-6656",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63394"}

@inproceedings{bb65629,
        AUTHOR = "Ivanova, D. and Aversa, M. and Henderson, P. and Williamson, J.",
        TITLE = "Unsupervised Segmentation by Diffusing, Walking and Cutting",
        BOOKTITLE = WACV26,
        YEAR = "2026",
        PAGES = "5110-5120",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63395"}

@inproceedings{bb65630,
        AUTHOR = "Ivanova, D. and Aversa, M. and Henderson, P. and Williamson, J.",
        TITLE = "ARTeFACT: Benchmarking Segmentation Models on Diverse Analogue Media
Damage",
        BOOKTITLE = WACV25,
        YEAR = "2025",
        PAGES = "7439-7449",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63396"}

@inproceedings{bb65631,
        AUTHOR = "Zhang, Z. and Ma, Y. and Zhang, E. and Bai, X.",
        TITLE = "PSALM: Pixelwise Segmentation with Large Multi-Modal Model",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "XXXIV: 74-91",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63397"}

@inproceedings{bb65632,
        AUTHOR = "Kumar, U.R. and Vandewalle, P.",
        TITLE = "Similarity-Weighted IoU (sIOU): A Comprehensive Metric for Evaluating
Model Performance Through Similarity-Weighted Class Overlaps",
        BOOKTITLE = ICIP24,
        YEAR = "2024",
        PAGES = "936-942",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63398"}

@inproceedings{bb65633,
        AUTHOR = "Deng, X.Q. and Yu, Q.H. and Wang, P. and Shen, X.H. and Chen, L.C.",
        TITLE = "COCONut: Modernizing COCO Segmentation",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "21863-21873",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63399"}

@inproceedings{bb65634,
        AUTHOR = "Schiappa, M.C. and Azad, S. and Vs, S. and Ge, Y.H. and Miksik, O. and Rawat, Y.S. and Vineet, V.",
        TITLE = "Robustness Analysis on Foundational Segmentation Models",
        BOOKTITLE = WhatNext24,
        YEAR = "2024",
        PAGES = "1786-1796",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63400"}

@inproceedings{bb65635,
        AUTHOR = "Li, X.T. and Yuan, H. and Li, W. and Ding, H.H. and Wu, S. and Zhang, W.W. and Li, Y. and Chen, K. and Loy, C.C.",
        TITLE = "OMG-Seg: Is One Model Good Enough for all Segmentation?",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "27948-27959",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63401"}

@inproceedings{bb65636,
        AUTHOR = "Brunekreef, J. and Marcus, E. and Sheombarsing, R. and Sonke, J.J. and Teuwen, J.",
        TITLE = "Kandinsky Conformal Prediction: Efficient Calibration of Image
Segmentation Algorithms",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "4135-4143",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63402"}

@inproceedings{bb65637,
        AUTHOR = "Kerssies, T. and de Geus, D. and Dubbelman, G.",
        TITLE = "How to Benchmark Vision Foundation Models for Semantic Segmentation?",
        BOOKTITLE = MMFM24,
        YEAR = "2024",
        PAGES = "1162-1171",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63403"}

@inproceedings{bb65638,
        AUTHOR = "Koehler, G. and Wald, T. and Ulrich, C. and Zimmerer, D. and Jaeger, P.F. and Franke, J.K.H. and Kohl, S. and Isensee, F. and Maier Hein, K.H.",
        TITLE = "RecycleNet: Latent Feature Recycling Leads to Iterative Decision
Refinement",
        BOOKTITLE = WACV24,
        YEAR = "2024",
        PAGES = "799-807",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63404"}

@inproceedings{bb65639,
        AUTHOR = "Bernhard, M. and Amoroso, R. and Kindermann, Y. and Baraldi, L. and Cucchiara, R. and Tresp, V. and Schubert, M.",
        TITLE = "What's Outside the Intersection? Fine-grained Error Analysis for
Semantic Segmentation Beyond IoU",
        BOOKTITLE = WACV24,
        YEAR = "2024",
        PAGES = "957-966",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63405"}

@inproceedings{bb65640,
        AUTHOR = "Shinya, Y.",
        TITLE = "BandRe: Rethinking Band-Pass Filters for Scale-Wise Object Detection
Evaluation",
        BOOKTITLE = MVA23,
        YEAR = "2023",
        PAGES = "1-5",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63406"}

@inproceedings{bb65641,
        AUTHOR = "Tu, P. and Xie, X. and Ai, G. and Li, Y.X. and Huang, Y.W. and Zheng, Y.F.",
        TITLE = "FemtoDet: An Object Detection Baseline for Energy Versus Performance
Tradeoffs",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "13272-13281",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63407"}

@inproceedings{bb65642,
        AUTHOR = "Yu, X.L. and Zuo, Y. and Wang, Z. and Zhang, X.W. and Zhao, J.X. and Yang, Y.T. and Jiao, L.C. and Peng, R. and Wang, X. and Zhang, J. and Zhang, K. and Liu, F. and Alcover Couso, R. and SanMiguel, J.C. and Escudero Vinolo, M. and Tian, H.L. and Matsui, K. and Wang, T.H. and Adan, F. and Gao, Z. and He, X.M. and Bouniot, Q. and Moghaddam, H. and Rai, S.N. and Cermelli, F. and Masone, C. and Pilzer, A. and Ricci, E. and Bursuc, A. and Solin, A. and Trapp, M. and Li, R. and Yao, A. and Chen, W.L. and Simpson, I. and Campbell, N.D.F. and Franchi, G.",
        TITLE = "The Robust Semantic Segmentation UNCV2023 Challenge Results",
        BOOKTITLE = Uncertainty23,
        YEAR = "2023",
        PAGES = "4620-4630",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63408"}

@inproceedings{bb65643,
        AUTHOR = "Jia, Z.J. and Chen, L. and Hu, K.W. and Cheng, L.C. and Feng, Z. and Song, M.L.",
        TITLE = "Model Doctor for Diagnosing and Treating Segmentation Error",
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        YEAR = "2023",
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@inproceedings{bb65644,
        AUTHOR = "Munir, M.A. and Khan, M.H. and Khan, S. and Khan, F.S.",
        TITLE = "Bridging Precision and Confidence: A Train-Time Loss for Calibrating
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@inproceedings{bb65645,
        AUTHOR = "Wu, H.Q. and Chen, K.Y. and Liu, H.Z. and Zhuge, M.C. and Li, B. and Qiao, R.Z. and Shu, X.J. and Gan, B. and Xu, L.S. and Ren, B. and Xu, M.M. and Zhang, W.T. and Ramachandra, R. and Lin, C.W. and Ghanem, B.",
        TITLE = "NewsNet: A Novel Dataset for Hierarchical Temporal Segmentation",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63411"}

@inproceedings{bb65646,
        AUTHOR = "Xu, R.K. and Chen, C. and Peng, J.Y. and Li, C. and Huang, Y.B. and Song, F.L. and Yan, Y.L. and Xiong, Z.W.",
        TITLE = "Toward RAW Object Detection: A New Benchmark and A New Model",
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@inproceedings{bb65647,
        AUTHOR = "Ji, D. and Zhao, F. and Lu, H.T. and Tao, M.Y. and Ye, J.P.",
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A Novel Benchmark",
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@inproceedings{bb65648,
        AUTHOR = "Dreyer, M. and Achtibat, R. and Wiegand, T. and Samek, W. and Lapuschkin, S.",
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@inproceedings{bb65649,
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@inproceedings{bb65650,
        AUTHOR = "Upchurch, P. and Niu, R.",
        TITLE = "A Dense Material Segmentation Dataset for Indoor and Outdoor Scene
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        YEAR = "2022",
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@inproceedings{bb65651,
        AUTHOR = "Qin, X.B. and Dai, H. and Hu, X.B. and Fan, D.P. and Shao, L. and Van Gool, L.J.",
        TITLE = "Highly Accurate Dichotomous Image Segmentation",
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@inproceedings{bb65652,
        AUTHOR = "Gu, J.D. and Zhao, H.S. and Tresp, V. and Torr, P.H.S.",
        TITLE = "SegPGD: An Effective and Efficient Adversarial Attack for Evaluating
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        YEAR = "2022",
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@inproceedings{bb65653,
        AUTHOR = "Alvarez Gila, A. and van de Weijer, J. and Wang, Y.X. and Garrote, E.",
        TITLE = "MVMO: A Multi-Object Dataset for Wide Baseline Multi-View Semantic
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        YEAR = "2022",
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@inproceedings{bb65654,
        AUTHOR = "Cheng, B. and Girshick, R. and Dollar, P. and Berg, A.C. and Kirillov, A.",
        TITLE = "Boundary IoU: Improving Object-Centric Image Segmentation Evaluation",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "15329-15337",
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@inproceedings{bb65655,
        AUTHOR = "Ma, N.N. and Zhang, X.Y. and Liu, M. and Sun, J.",
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@inproceedings{bb65656,
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        TITLE = "Information-Theoretic Segmentation by Inpainting Error Maximization",
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        PAGES = "4028-4038",
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@inproceedings{bb65657,
        AUTHOR = "Voigtlaender, P. and Luo, L. and Yuan, C. and Jiang, Y. and Leibe, B.",
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@inproceedings{bb65658,
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        TITLE = "On the Impact of Rain over Semantic Segmentation of Street Scenes",
        BOOKTITLE = MOI2QDN20,
        YEAR = "2020",
        PAGES = "597-610",
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@inproceedings{bb65659,
        AUTHOR = "Cappabianco, F.A.M. and Ribeiro, P.F.O. and de Miranda, P.A.V. and Udupa, J.K.",
        TITLE = "A General and Balanced Region-Based Metric for Evaluating Medical
Image Segmentation Algorithms",
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        YEAR = "2019",
        PAGES = "1525-1529",
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@inproceedings{bb65660,
        AUTHOR = "Follmann, P. and Bottger, T. and Hartinger, P. and Konig, R. and Ulrich, M.",
        TITLE = "MVTec D2S: Densely Segmented Supermarket Dataset",
        BOOKTITLE = ECCV18,
        YEAR = "2018",
        PAGES = "X: 581-597",
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@inproceedings{bb65661,
        AUTHOR = "Malladi, S.R.S.P. and Ram, S. and Rodriguez, J.J.",
        TITLE = "A Ground-Truth Fusion Method for Image Segmentation Evaluation",
        BOOKTITLE = Southwest18,
        YEAR = "2018",
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@inproceedings{bb65662,
        AUTHOR = "Filho, S.S. and Flores, F.C.",
        TITLE = "Attribute Operators for Color Images: Image Segmentation Improved by
the Use of Unsupervised Segmentation Evaluation Methods",
        BOOKTITLE = ISMM17,
        YEAR = "2017",
        PAGES = "249-260",
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@inproceedings{bb65663,
        AUTHOR = "Shi, W. and Meng, F. and Wu, Q.",
        TITLE = "Segmentation quality evaluation based on multi-scale convolutional
neural networks",
        BOOKTITLE = VCIP17,
        YEAR = "2017",
        PAGES = "1-4",
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@inproceedings{bb65664,
        AUTHOR = "Huang, C. and Wu, Q. and Meng, F.",
        TITLE = "QualityNet: Segmentation quality evaluation with deep convolutional
networks",
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        YEAR = "2016",
        PAGES = "1-4",
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@inproceedings{bb65665,
        AUTHOR = "Ge, Q. and Lobaton, E.",
        TITLE = "Consensus-Based Image Segmentation via Topological Persistence",
        BOOKTITLE = DIFF-CV16,
        YEAR = "2016",
        PAGES = "1050-1057",
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@inproceedings{bb65666,
        AUTHOR = "Sanroma, G. and Benkarim, O.M. and Piella, G. and Ballester, M.A.G.",
        TITLE = "Building an Ensemble of Complementary Segmentation Methods by
Exploiting Probabilistic Estimates",
        BOOKTITLE = MLMI16,
        YEAR = "2016",
        PAGES = "27-35",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63432"}

@inproceedings{bb65667,
        AUTHOR = "Sun, H. and Ding, Y. and Huang, Y. and Wang, G.",
        TITLE = "Critical Assessment Of Object Segmentation In Aerial Image Using
Geo-Hausdorff Distance",
        BOOKTITLE = ISPRS16,
        YEAR = "2016",
        PAGES = "B4: 187-194",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63433"}

@inproceedings{bb65668,
        AUTHOR = "Sakamoto, M. and Honda, Y. and Kondo, A.",
        TITLE = "Improvement And Extension Of Shape Evaluation Criteria In Multi-scale
Image Segmentation",
        BOOKTITLE = ISPRS16,
        YEAR = "2016",
        PAGES = "B3: 909-915",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63434"}

@inproceedings{bb65669,
        AUTHOR = "Krenn, M. and Dorfer, M. and del Toro, O.A.J. and Muller, H. and Menze, B. and Weber, M.A. and Hanbury, A. and Langs, G.",
        TITLE = "Creating a Large-Scale Silver Corpus from Multiple Algorithmic
Segmentations",
        BOOKTITLE = MCV15,
        YEAR = "2015",
        PAGES = "103-115",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63435"}

@inproceedings{bb65670,
        AUTHOR = "Jiang, B.J. and Ren, T.W. and Bei, J.",
        TITLE = "Automatic Scribble Simulation for Interactive Image Segmentation
Evaluation",
        BOOKTITLE = MMMod16,
        YEAR = "2016",
        PAGES = "I: 596-608",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63436"}

@inproceedings{bb65671,
        AUTHOR = "Cabezas, F. and Carlier, A. and Charvillat, V. and Salvador, A. and Giro i Nieto, X.",
        TITLE = "Quality control in crowdsourced object segmentation",
        BOOKTITLE = ICIP15,
        YEAR = "2015",
        PAGES = "4243-4247",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63437"}

@inproceedings{bb65672,
        AUTHOR = "Sithole, G. and Majola, L.",
        TITLE = "Framework for Comparing Segmentation Algorithms",
        BOOKTITLE = Seamless15,
        YEAR = "2015",
        PAGES = "131-136",
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@inproceedings{bb65673,
        AUTHOR = "Wang, P. and Yuille, A.L.",
        TITLE = "Error Factor Analysis for Wild Scene Image-Labelling",
        BOOKTITLE = WACV15,
        YEAR = "2015",
        PAGES = "781-788",
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@inproceedings{bb65674,
        AUTHOR = "Jean, F. and Albu, A.B. and Capson, D. and Higgs, E. and Fisher, J.T. and Starzomski, B.M.",
        TITLE = "The Mountain Habitats Segmentation and Change Detection Dataset",
        BOOKTITLE = WACV15,
        YEAR = "2015",
        PAGES = "603-609",
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@inproceedings{bb65675,
        AUTHOR = "Gurari, D. and Theriault, D. and Sameki, M. and Isenberg, B. and Pham, T.A. and Purwada, A. and Solski, P. and Walker, M. and Zhang, C. and Wong, J.Y. and Betke, M.",
        TITLE = "How to Collect Segmentations for Biomedical Images? A Benchmark
Evaluating the Performance of Experts, Crowdsourced Non-experts, and
Algorithms",
        BOOKTITLE = WACV15,
        YEAR = "2015",
        PAGES = "1169-1176",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63441"}

@inproceedings{bb65676,
        AUTHOR = "Taha, A.A. and Hanbury, A. and del Toro, O.A.J.",
        TITLE = "A formal method for selecting evaluation metrics for image
segmentation",
        BOOKTITLE = ICIP14,
        YEAR = "2014",
        PAGES = "932-936",
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@inproceedings{bb65677,
        AUTHOR = "Haindl, M. and Mike, S.",
        TITLE = "Unsupervised Image Segmentation Contest",
        BOOKTITLE = ICPR14,
        YEAR = "2014",
        PAGES = "1484-1489",
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@inproceedings{bb65678,
        AUTHOR = "Gueguen, L. and Hamid, R.",
        TITLE = "Large-scale damage detection using satellite imagery",
        BOOKTITLE = CVPR15,
        YEAR = "2015",
        PAGES = "1321-1328",
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@inproceedings{bb65679,
        AUTHOR = "Hamid, R. and O'Hara, S. and Tabb, M.",
        TITLE = "Global-scale object detection using satellite imagery",
        BOOKTITLE = PCV14,
        YEAR = "2014",
        PAGES = "107-113",
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@inproceedings{bb65680,
        AUTHOR = "Ledig, C. and Shi, W.Z. and Bai, W.J. and Rueckert, D.",
        TITLE = "Patch-Based Evaluation of Image Segmentation",
        BOOKTITLE = CVPR14,
        YEAR = "2014",
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@inproceedings{bb65681,
        AUTHOR = "Srubar, S.",
        TITLE = "Speed Comparison of Segmentation Evaluation Methods",
        BOOKTITLE = IWCIA14,
        YEAR = "2014",
        PAGES = "113-122",
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@inproceedings{bb65682,
        AUTHOR = "Ozay, M. and Vural, F.T.Y. and Kulkarni, S.R. and Poor, H.V.",
        TITLE = "Fusion of image segmentation algorithms using consensus clustering",
        BOOKTITLE = ICIP13,
        YEAR = "2013",
        PAGES = "4049-4053",
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@inproceedings{bb65683,
        AUTHOR = "Shi, R. and Ngan, K.N. and Li, S.N.",
        TITLE = "The Objective Evaluation of Image Object Segmentation Quality",
        BOOKTITLE = ACIVS13,
        YEAR = "2013",
        PAGES = "470-479",
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@inproceedings{bb65684,
        AUTHOR = "Intawong, K. and Scuturici, M.",
        TITLE = "A New Pixel-Based Quality Measure for Segmentation Algorithms
Integrating Precision, Recall and Specificity",
        BOOKTITLE = CAIP13,
        YEAR = "2013",
        PAGES = "188-195",
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@inproceedings{bb65685,
        AUTHOR = "Eramian, M.G.",
        TITLE = "Worst-Case Local Boundary Precision in Global Measures of
Segmentation Reproducibility",
        BOOKTITLE = CRV13,
        YEAR = "2013",
        PAGES = "59-66",
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@inproceedings{bb65686,
        AUTHOR = "Gurari, D. and Kim, S.K. and Yang, E. and Isenberg, B. and Pham, T.A. and Purwada, A. and Solski, P. and Walker, M. and Wong, J.Y. and Betke, M.",
        TITLE = "SAGE: An approach and implementation empowering quick and reliable
quantitative analysis of segmentation quality",
        BOOKTITLE = WACV13,
        YEAR = "2013",
        PAGES = "475-481",
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@inproceedings{bb65687,
        AUTHOR = "Peles, D. and Lindenbaum, M.",
        TITLE = "A Segmentation Quality Measure Based on Rich Descriptors and
Classification Methods",
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        YEAR = "2011",
        PAGES = "398-410",
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@inproceedings{bb65688,
        AUTHOR = "Wang, Z.Y. and Boesch, R. and Ginzler, C.",
        TITLE = "Quantitative Comparison of Segmentation Results from ADS40 Images in
Swiss NFI",
        BOOKTITLE = ICIG11,
        YEAR = "2011",
        PAGES = "147-151",
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@inproceedings{bb65689,
        AUTHOR = "Popescu, B. and Iancu, A. and Burdescu, D.D. and Brezovan, M. and Ganea, E.",
        TITLE = "Evaluation of Image Segmentation Algorithms from the Perspective of
Salient Region Detection",
        BOOKTITLE = ACIVS11,
        YEAR = "2011",
        PAGES = "183-194",
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@inproceedings{bb65690,
        AUTHOR = "Jaber, M. and Vantaram, S.R. and Saber, E.",
        TITLE = "A probabilistic framework for unsupervised evaluation and ranking of
image segmentations",
        BOOKTITLE = AIPR10,
        YEAR = "2010",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63456"}

@inproceedings{bb65691,
        AUTHOR = "van Coillie, F.M.B. and van Camp, N.A.F. and de Wulf, R.R. and Bral, L. and Gautama, S.",
        TITLE = "Segmentation Quality Evaluation for Large Scale Mapping Purposes in
Flanders, Belgium",
        BOOKTITLE = GEOBIA10,
        YEAR = "2010",
        PAGES = "xx-yy",
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@inproceedings{bb65692,
        AUTHOR = "Movahedi, V. and Elder, J.H.",
        TITLE = "Design and perceptual validation of performance measures for salient
object segmentation",
        BOOKTITLE = POCV10,
        YEAR = "2010",
        PAGES = "49-56",
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@inproceedings{bb65693,
        AUTHOR = "Wang, Q. and Wang, Z.F.",
        TITLE = "A Subjective Method for Image Segmentation Evaluation",
        BOOKTITLE = ACCV09,
        YEAR = "2009",
        PAGES = "III: 53-64",
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@inproceedings{bb65694,
        AUTHOR = "Loeff, N. and Farhadi, A. and Endres, I. and Forsyth, D.A.",
        TITLE = "Unlabeled data improves word prediction",
        BOOKTITLE = ICCV09,
        YEAR = "2009",
        PAGES = "956-962",
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@inproceedings{bb65695,
        AUTHOR = "Zhang, Z.J. and Liu, L.W. and Zhu, Y.Q.",
        TITLE = "GS Model for the Image Segmentation Number via Weighted the Position
Information and the Gray Values",
        BOOKTITLE = CISP09,
        YEAR = "2009",
        PAGES = "1-4",
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@inproceedings{bb65696,
        AUTHOR = "Sturm, U. and Weidner, U.",
        TITLE = "Further Investigations on Segmentation Quality Assessment for Remote
Sensing Applications",
        BOOKTITLE = HighRes09,
        YEAR = "2009",
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@inproceedings{bb65697,
        AUTHOR = "Beier, T. and Kroeger, T. and Kappes, J.H. and Kothe, U. and Hamprecht, F.A.",
        TITLE = "Cut, Glue, & Cut:
A Fast, Approximate Solver for Multicut Partitioning",
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        YEAR = "2014",
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@inproceedings{bb65698,
        AUTHOR = "Andres, B. and Kappes, J.H. and Kothe, U. and Schnorr, C. and Hamprecht, F.A.",
        TITLE = "An Empirical Comparison of Inference Algorithms for Graphical Models
with Higher Order Factors Using OpenGM",
        BOOKTITLE = DAGM10,
        YEAR = "2010",
        PAGES = "353-362",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63464"}

@inproceedings{bb65699,
        AUTHOR = "Andres, B. and Kothe, U. and Bonea, A. and Nadler, B. and Hamprecht, F.A.",
        TITLE = "Quantitative Assessment of Image Segmentation Quality by Random Walk
Relaxation Times",
        BOOKTITLE = DAGM09,
        YEAR = "2009",
        PAGES = "502-511",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment331.html#TT63465"}

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