Awesome Instance Segmentation

This repo collects some papers in the field of instance segmentation for natural scene images.

Please pull a request or raise an issue if I miss some papers or have errors .

Total number: 52

News

• 2022/07/27: Collect related papers from paperwithcode and CVPR22 official openaccess repo.

2022 (Total: 13)

• [2022/07] Active Pointly-Supervised Instance Segmentation, ECCV'22, Code, Paper, Point, CNN
• [2022/07] Box-supervised Instance Segmentation with Level Set Evolution, ECCV'22, Code, Paper, Box, CNN
• [2022/06] Instance Segmentation With Mask-Supervised Polygonal Boundary Transformers, CVPR'22 Code, Paper, Full, Transformer
• [2022/06] Mask DINO: Towards A Unified Transformer-based Framework for Object Detection and Segmentation, Code, Paper, Full, Transformer
• [2022/06] iFS-RCNN: An Incremental Few-Shot Instance Segmenter, CVPR'22, Code, Paper, Few-shot, CNN
• [2022/05] Vision Transformer Adapter for Dense Predictions, Code, Paper, Full, Transformer
• [2022/04] Open-World Instance Segmentation: Exploiting Pseudo Ground Truth From Learned Pairwise Affinity, CVPR'22, Code, Paper, Open-world, CNN
• [2022/03] E2EC: An End-to-End Contour-based Method for High-Quality High-Speed Instance Segmentation, CVPR'22, Code, Paper, Full, Real-time, CNN
• [2022/03] Sparse Instance Activation for Real-Time Instance Segmentation, CVPR'22, Code, Paper, Full, Real-time, CNN
• [2022/03] Noisy Boundaries: Lemon or Lemonade for Semi-Supervised Instance Segmentation?, CVPR'22, Code, Paper, Semi, CNN
• [2022/03] SharpContour: A Contour-Based Boundary Refinement Approach for Efficient and Accurate Instance Segmentation, CVPR'22, Code, Paper, Full, Real-time, CNN
• [2022/03] ContrastMask: Contrastive Learning To Segment Every Thing, CVPR'22, Code, Paper, Partial, CNN
• [2022/01] Relieving Long-Tailed Instance Segmentation via Pairwise Class Balance, CVPR'22, Code, Paper, Full, Long-tail, CNN

2021 (Total: 10)

• [2021/12] Masked-attention Mask Transformer for Universal Image Segmentation, CVPR'22, Code, Paper, Full, Transformer
• [2011/11] Open-Vocabulary Instance Segmentation via Robust Cross-Modal Pseudo-Labeling, CVPR'22, Code, Paper, Open-world, CNN
• [2021/11] Mask Transfiner for High-Quality Instance Segmentation, CVPR'22, Code, Paper, Full, CNN+Transformer
• [2021/09] Beyond Semantic to Instance Segmentation: Weakly-Supervised Instance Segmentation via Semantic Knowledge Transfer and Self-Refinement, CVPR'22, Code, Paper, Weakly, CNN
• [2021/06] SOLQ: Segmenting Objects by Learning Queries, NeurIPS'21, Code, Paper, Full, Transformer
• [2021/06] K-Net: Towards Unified Image Segmentation, NeurIPS'21, Code, Paper, Full, Transformer
• [2021/05] Instances as Queries, ICCV'21, Code, Paper, Full, CNN
• [2021/05] ISTR: End-to-End Instance Segmentation with Transformers, Code, Paper, Full, Transformer
• [2021/04] Pointly-Supervised Instance Segmentation, CVPR'22, Code, Paper, Point, CNN
• [2021/03] Deep Occlusion-Aware Instance Segmentation with Overlapping BiLayers, CVPR'21, Code, Paper, Full, CNN

2020 (Total: 13)

• [2020/12] SCNet: Training Inference Sample Consistency for Instance Segmentation, Code, Paper, FUll, CNN
• [2020/12] BoxInst: High-Performance Instance Segmentation with Box Annotations, CVPR'21, Code, Paper, Box, CNN
• [2020/12] Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation, CVPR'21, Code, Paper, Full, Data aug, CNN
• [2020/12] Global Context Networks, TPAMI'20, Code, Paper, Full, CNN
• [2020/11] Prior to Segment: Foreground Cues for Weakly Annotated Classes in Partially Supervised Instance Segmentation, ICCV'21, Code, Paper, Partial, CNN
• [2020/11] DCT-Mask: Discrete Cosine Transform Mask Representation for Instance Segmentation, CVPR'21, Code, Paper, Full, CNN
• [2020/07] SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation, ECCV'20, Code, Paper, Full, CNN
• [2020/07] Commonality-Parsing Network across Shape and Appearance for Partially Supervised Instance Segmentation, ECCV'20, Code, Paper, Partially, CNN
• [2020/06] D2Det: Towards High Quality Object Detection and Instance Segmentation, CVPR'20, Code, Paper, Full, CNN
• [2020/03] SOLOv2: Dynamic and Fast Instance Segmentation, NeurIPS'20, Code, Paper, Full, CNN
• [2020/03] Mask Encoding for Single Shot Instance Segmentation, CVPR'20, Code, Paper, Full, CNN
• [2020/03] Conditional Convolutions for Instance Segmentation, ECCV'20, Code, Paper, Full, CNN
• [2020/01] BlendMask: Top-Down Meets Bottom-Up for Instance Segmentation, CVPR'20, Code, Paper, Full, CNN

2019 (Total: 12)

• [2019/12] PointRend: Image Segmentation as Rendering, CVPR'20, Code, Paper, Full, CNN
• [2019/12] SOLO: Segmenting Objects by Locations, ECCV'20, Code, Paper, Full, CNN
• [2019/12] EmbedMask: Embedding Coupling for One-stage Instance Segmentation, IJCAI'21, Code, Paper, Full, CNN
• [2019/12] RDSNet: A New Deep Architecture for Reciprocal Object Detection and Instance Segmentation, AAAI'20, Code, Paper, Full, CNN
• [2019/11] CenterMask : Real-Time Anchor-Free Instance Segmentation, CVPR'20, Code, Paper, Full, Real-time, CNN
• [2019/09] PolarMask: Single Shot Instance Segmentation with Polar Representation, CVPR'20, Code, Paper, Full, CNN
• [2019/08] InstaBoost: Boosting Instance Segmentation via Probability Map Guided Copy-Pasting, ICCV'19, Code, Paper, Full, Data aug, CNN
• [2019/04] YOLACT: Real-time Instance Segmentation, ICCV'19, Code, Paper, Full, Real-time, CNN
• [2019/04] GCNet: Non-local Networks Meet Squeeze-Excitation Networks and Beyond, ICCVW'19, Code, Paper, Full, CNN
• [2019/03] TensorMask: A Foundation for Dense Object Segmentation, ICCV'19, Code, Paper, Full, CNN
• [2019/03] Mask Scoring R-CNN, CVPR'19, Code, Paper, Full, CNN
• [2019/01] Hybrid Task Cascade for Instance Segmentation, CVPR'19, Code, Paper, Full, CNN.

2018 (Total: 1)

• [2018/03] Path Aggregation Network for Instance Segmentation, CVPR'18, Code, Paper, Full, CNN

2017 (Total: 2)

• [2017/12] MaskLab: Instance Segmentation by Refining Object Detection with Semantic and Direction Features, CVPR'18, Code, Paper, Full, CNN
• [2017/03] Mask R-CNN, ICCV'17, Code, Paper, Full, CNN

2016 (Total: 1)

• [2016/11] Fully Convolutional Instance-aware Semantic Segmentation, CVPR'17, Code, Paper, Fully-supervised, CNN