Instance Segmentation

ISeg

Detects and delineates each object instance in an image. Provides detailed scene understanding for robotics and image editing.

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Instance-Aware Robust Consistency Regularization for Semi-Supervised Nuclei Instance Segmentation Zenan Lin W. Li Jintao Chen Zihao Wu Wenxiong Kang Changxin Gao Liansheng Wang Jin-Gang Yu ISeg 80 0 0 10 Oct 2025
Cell Instance Segmentation: The Devil Is in the BoundariesIEEE Transactions on Medical Imaging (IEEE TMI), 2025 Peixian Liang Yifan Ding Yizhe Zhang Jianxu Chen Hao Zheng ... Guangyu Meng Tim Weninger Michael Niemier X. S. Hu Danny Chen ISeg 113 0 0 10 Oct 2025
Improving Generalized Visual Grounding with Instance-aware Joint LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Ming Dai Wenxuan Cheng Jiang-Jiang Liu Lingfeng Yang Zhenhua Feng Wankou Yang Jingdong Wang ObjD ISeg 107 2 0 17 Sep 2025
SGS-3D: High-Fidelity 3D Instance Segmentation via Reliable Semantic Mask Splitting and Growing Chaolei Wang Yang Luo Jing Du Siyu Chen Yiping Chen Ting Han ISeg 3DGS 116 0 0 05 Sep 2025
SIS-Challenge: Event-based Spatio-temporal Instance Segmentation Challenge at the CVPR 2025 Event-based Vision Workshop Friedhelm Hamann Emil Mededovic Fabian Gülhan Yuli Wu Johannes Stegmaier ... Kanghan Oh Gi Hyun Lim Boxuan Yang Bowen Du Guillermo Gallego ISeg 99 0 0 18 Aug 2025
Masked Clustering Prediction for Unsupervised Point Cloud Pre-training Bin Ren Xiaoshui Huang Mengyuan Liu Hong Liu Fabio Poiesi Andrii Zadaianchuk Guofeng Mei 3DPC ISeg 80 0 0 12 Aug 2025
From Semantic To Instance: A Semi-Self-Supervised Learning Approach Keyhan Najafian F. Maleki Lingling Jin Ian Stavness ISeg 148 0 0 19 Jun 2025
The Four Color Theorem for Cell Instance Segmentation Ye Zhang Yu Zhou Yifeng Wang Jun Xiao Ziyue Wang Yongbing Zhang Jianxu Chen ISeg 131 1 0 11 Jun 2025
R2SM: Referring and Reasoning for Selective Masks Yu-Lin Shih Wei-En Tai Cheng Sun Y. Wang Hwann-Tzong Chen ISeg 184 0 0 02 Jun 2025
CAST: Contrastive Adaptation and Distillation for Semi-Supervised Instance Segmentation Pardis Taghavi Tian Liu Renjie Li Reza Langari Zhengzhong Tu ISeg 266 0 0 28 May 2025
The Missing Point in Vision Transformers for Universal Image Segmentation Sajjad Shahabodini Mobina Mansoori Farnoush Bayatmakou J. Abouei Konstantinos N. Plataniotis Arash Mohammadi ViT ISeg 126 0 0 26 May 2025
Sketchy Bounding-box Supervision for 3D Instance SegmentationComputer Vision and Pattern Recognition (CVPR), 2025 Qian Deng Renjie He Jin Xie Zhiqiang Wang ISeg 180 1 0 22 May 2025
Instance Segmentation for Point Sets Abhimanyu Talwar Julien Laasri 3DPC ISeg 139 0 0 20 May 2025
Pseudo-Label Quality Decoupling and Correction for Semi-Supervised Instance Segmentation Jianghang Lin Yilin Lu Chunjiang Ge Chaoyang Zhu Shengchuan Zhang Liujuan Cao Rongrong Ji ISeg 308 0 0 16 May 2025
Interactive Instance Annotation with Siamese Networks Xiang Xu Ruotong Li Mengjun Yi Baile Xu Furao Shen Jian Zhao ISeg 211 0 0 06 May 2025
Occlusion-Ordered Semantic Instance Segmentation Soroosh Baselizadeh Cheuk-To Yu O. Veksler Yuri Boykov ISeg 3DV 205 0 0 18 Apr 2025
BoxSeg: Quality-Aware and Peer-Assisted Learning for Box-supervised Instance Segmentation Jinxiang Lai Wenlong Wu Jiawei Zhan Jian Li Bin-Bin Gao Jing Liu Jie Zhang Song Guo ISeg 152 0 0 07 Apr 2025
Foveated Instance SegmentationComputer Vision and Pattern Recognition (CVPR), 2025 Hongyi Zeng Wenxuan Liu Tianhua Xia Jintai Chen Ziyun Li Sai Qian Zhang ISeg 209 0 0 27 Mar 2025
IC-Mapper: Instance-Centric Spatio-Temporal Modeling for Online Vectorized Map ConstructionACM Multimedia (MM), 2024 Jiangtong Zhu Zhao Yang Yinan Shi Jianwu Fang Jianru Xue ISeg 240 1 0 05 Mar 2025
Training-Free Dataset Pruning for Instance SegmentationInternational Conference on Learning Representations (ICLR), 2025 Yalun Dai Lingao Xiao Ivor W. Tsang Yang He ISeg 197 4 0 02 Mar 2025
Instance Segmentation of Scene Sketches Using Natural Image Priors Mia Tang Yael Vinker Chuan Yan Lvmin Zhang Maneesh Agrawala ISeg 229 0 0 13 Feb 2025
Generalized Class Discovery in Instance SegmentationAAAI Conference on Artificial Intelligence (AAAI), 2025 Cuong Manh Hoang Yeejin Lee Byeongkeun Kang ISeg 317 2 0 12 Feb 2025
INT: Instance-Specific Negative Mining for Task-Generic Promptable SegmentationInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Jian Hu Zixu Cheng Shaogang Gong ISeg VLM 126 2 0 30 Jan 2025
Mask-Adapter: The Devil is in the Masks for Open-Vocabulary SegmentationComputer Vision and Pattern Recognition (CVPR), 2024 Yongkang Li Tianheng Cheng Wen Liu Xinyu Wang Xinggang Wang VLM ISeg 178 6 0 05 Dec 2024
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation Minhyun Lee Seungho Lee Sangkwon Park Dongyoon Han Byeongho Heo Hyunjung Shim ISeg 123 1 0 28 Nov 2024
InstanceGaussian: Appearance-Semantic Joint Gaussian Representation for 3D Instance-Level PerceptionComputer Vision and Pattern Recognition (CVPR), 2024 Haijie Li Y. Wu Jiarui Meng Qiankun Gao Zhiyao Zhang Ronggang Wang Jian Zhang ISeg 283 15 0 28 Nov 2024
CutS3D: Cutting Semantics in 3D for 2D Unsupervised Instance Segmentation Leon Sick Dominik Engel Sebastian Hartwig Pedro Hermosilla Timo Ropinski ISeg 3DPC 211 2 0 25 Nov 2024
Instance-Aware Generalized Referring Expression Segmentation E-Ro Nguyen Hieu M. Le Dimitris Samaras Michael Ryoo ISeg 155 2 0 22 Nov 2024
DI-MaskDINO: A Joint Object Detection and Instance Segmentation ModelNeural Information Processing Systems (NeurIPS), 2024 Jingjing Jiang Xianghong Li Tao Xiang Jifeng Dai ISeg 140 2 0 22 Oct 2024
Integrated Image-Text Based on Semi-supervised Learning for Small Sample Instance Segmentation Ruting Chi Zhiyi Huang Yuexing Han ISeg 168 0 0 21 Oct 2024
ProtoSeg: A Prototype-Based Point Cloud Instance Segmentation Method Remco Royen Leon Denis Adrian Munteanu 3DV 3DPC ISeg 202 2 0 03 Oct 2024
GAInS: Gradient Anomaly-aware Biomedical Instance SegmentationIEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2024 Runsheng Liu Hao Jiang Yanning Zhou Huangjing Lin Liansheng Wang Hao Chen ISeg 157 1 0 21 Sep 2024
Insight Any Instance: Promptable Instance Segmentation for Remote Sensing ImagesIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2024 Xuexue Li VLM ISeg 138 2 0 11 Sep 2024
DQFormer: Towards Unified LiDAR Panoptic Segmentation with Decoupled Queries Yu Yang Jianbiao Mei Liang Liu Siliang Du Yilin Xiao Jongwon Ra Yong Liu Xiao Xu Huifeng Wu ISeg 162 0 0 28 Aug 2024
Vocabulary-Free 3D Instance Segmentation with Vision and Language Assistant Guofeng Mei Luigi Riz Yiming Wang Fabio Poiesi ISeg VLM 217 4 0 20 Aug 2024
Zero-Shot Dual-Path Integration Framework for Open-Vocabulary 3D Instance Segmentation Tri Ton Ji Woo Hong Soohwan Eom Jun Yeop Shim Junyeong Kim Chang D. Yoo 3DPC ISeg 121 2 0 16 Aug 2024
MaskUno: Switch-Split Block For Enhancing Instance Segmentation Jawad Haidar Marc Mouawad Imad Elhajj Daniel C. Asmar ISeg 136 0 0 31 Jul 2024
Improved Block Merging for 3D Point Cloud Instance Segmentation Leon Denis Remco Royen Adrian Munteanu 3DV 3DPC ISeg 154 3 0 09 Jul 2024
Joint prototype and coefficient prediction for 3D instance segmentation Remco Royen Leon Denis Adrian Munteanu 3DV ISeg 180 1 0 09 Jul 2024
PanopticRecon: Leverage Open-vocabulary Instance Segmentation for Zero-shot Panoptic Reconstruction Xuan Yu Yili Liu Chenrui Han Sitong Mao Shunbo Zhou R. Xiong Yiyi Liao Yue Wang ISeg 146 4 0 01 Jul 2024
Depth-Guided Semi-Supervised Instance Segmentation Xin Chen Jie Hu Xiawu Zheng Jianghang Lin Liujuan Cao Rongrong Ji ISeg 3DV 143 3 0 25 Jun 2024
Instance Consistency Regularization for Semi-Supervised 3D Instance Segmentation Yizheng Wu Zhiyu Pan Kewei Wang Xingyi Li Jiahao Cui Liwen Xiao Guosheng Lin Zhiguo Cao ISeg 209 2 0 24 Jun 2024
CholecInstanceSeg: A Tool Instance Segmentation Dataset for Laparoscopic Surgery Oluwatosin O. Alabi K. Toe Zijian Zhou Charlie Budd Nicholas Raison Miaojing Shi Tom Vercauteren ISeg 212 5 0 23 Jun 2024
Noisy Annotations in Semantic Segmentation Eden Grad Moshe Kimhi Lion Halika Chaim Baskin Chaim Baskin ISeg NoLa 152 4 0 16 Jun 2024
Open-YOLO 3D: Towards Fast and Accurate Open-Vocabulary 3D Instance Segmentation Mohamed El Amine Boudjoghra Angela Dai Jean Lahoud Hisham Cholakkal Rao Muhammad Anwer Salman Khan Fahad Shahbaz Khan VLM ISeg 343 14 0 04 Jun 2024
SAM as the Guide: Mastering Pseudo-Label Refinement in Semi-Supervised Referring Expression Segmentation Danni Yang Jiayi Ji Yiwei Ma Tianyu Guo Haowei Wang Xiaoshuai Sun Rongrong Ji ISeg VLM 223 11 0 03 Jun 2024
Adapting Pre-Trained Vision Models for Novel Instance Detection and Segmentation Ya Lu Jishnu Jaykumar Yunhui Guo Nicholas Ruozzi Yu Xiang VLM ISeg 357 8 0 28 May 2024
BAISeg: Boundary Assisted Weakly Supervised Instance Segmentation Tengbo Wang Yu Bai ISeg 151 1 0 27 May 2024
Self-Balanced R-CNN for Instance Segmentation L. Rossi Akbar Karimi Andrea Prati ISeg SSeg 157 9 0 25 Apr 2024
Group-On: Boosting One-Shot Segmentation with Supportive Query Hanjing Zhou Mingze Yin Benlin Liu Jian Wu Jian Wu VLM ISeg 188 1 0 18 Apr 2024

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