息肉分割(Polyp Segmentation)方向部分论文与数据集汇总

只非常简单找了一小小部分，不保证时效性以及覆盖性

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DATASET

• [paper] [repo] [Kvasir-SEG]
  Kvasir-SEG: A Segmented Polyp Dataset

• [paper] [repo] [EndoScene]
  A Benchmark for Endoluminal Scene Segmentation of Colonoscopy Images

• [paper] [repo] [CVC-ClinicDB]
  WM-DOVA maps for accurate polyp highlighting in colonoscopy: Validation vs. saliency maps from physicians

• [paper] [repo] [ETIS]
  Toward embedded detection of polyps in WCE images for early diagnosis of colorectal cancer

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BENCHMARK

如果是单纯发文章刷点的话，目前采用的大多数为
PraNet: Parallel Reverse Attention Network for Polyp Segmentation
所划分好的训练集与测试集
[paper] [repo] [trainset] [testset]

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MICCAI

MICCAI 22 PENDING

• [paper] [repo] [SSFormer] [22]
  Stepwise Feature Fusion: Local Guides Global

• [paper] [repo] [TGANet] [22]
  TGANet: Text-Guided Attention for Improved Polyp Segmentation

• [paper] [repo] [SSTAN] [22]
  Semi-supervised Spatial Temporal Attention Network for Video Polyp Segmentation

• [paper] [repo] [TRFRNet] [22]
  Task-Relevant Feature Replenishment for Cross-Centre Polyp Segmentation

• [paper] [repo] [PPFormer] [22]
  Using Guided Self-Attention with Local Information for Polyp Segmentation

• [paper] [repo] [LDNet] [22]
  Lesion-aware Dynamic Kernel for Polyp Segmentation

• [paper] [repo] [CPC-Trans] [22]
  Toward Clinically Assisted Colorectal Polyp Recognition via Structured Crossmodal Representation Consistency

• [paper] [repo] [CT] [22]
  Contrastive Transformer-based Multiple Instance Learning for Weakly Supervised Polyp Frame Detection

• [paper] [repo] [BoxPolyp] [22]
  BoxPolyp: Boost Generalized Polyp Segmentation using Extra Coarse Bounding Box Annotations

MICCAI 21 OPEN ACCESS

• [paper] [repo] [PNSNet] [21]
  Progressively Normalized Self-Attention Network for Video Polyp Segmentation

• [paper] [repo] [MSNet] [21]
  Automatic Polyp Segmentation via Multi-scale Subtraction Network

• [paper] [repo] [SANet] [21]
  Shallow Attention Network for Polyp Segmentation

• [paper] [repo] [CCBANet] [21]
  CCBANet: Cascading Context and Balancing Attention for Polyp Segmentation

• [paper] [repo] [HRENet] [21]
  HRENet: A Hard Region Enhancement Network for Polyp Segmentation

• [paper] [repo] [LODNet] [21]
  Learnable Oriented-Derivative Network for Polyp Segmentation

• [paper] [repo] [STFT] [21]
  Multi-frame Collaboration for Effective Endoscopic Video Polyp Detection via Spatial-Temporal Feature Transformation

• [paper] [repo] [ACSNet] [20]
  Adaptive Context Selection for Polyp Segmentation

• [paper] [repo] [PolypSeg] [20]
  PolypSeg: An Efficient Context-Aware Network for Polyp Segmentation from Colonoscopy Videos

• [paper] [repo] [PraNet] [20]
  PraNet: Parallel Reverse Attention Network for Polyp Segmentation

• [paper] [repo] [SFANet] [19]
  Selective feature aggregation network with area-boundary constraints for polyp segmentation

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IEEE TMI

• [paper] [repo] [Polyp-PVT] [22]
  Polyp Segmentation with Pyramid Vision Transformers

• [paper] [repo] [Polyp-Net] [20]
  Polyp-Net: A Multimodel Fusion Network for Polyp Segmentation

• [paper] [repo] [ThresholdNet] [20]
  Learn to Threshold: ThresholdNet With Confidence-Guided Manifold Mixup for Polyp Segmentation

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ACM MM

• [paper] [repo] [UACANet] [21]
  UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation

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AAAI

• [paper] [repo] [SCRNet] [21]
  Precise yet Efficient Semantic Calibration and Refinement in ConvNets for Real-time Polyp Segmentation from Colonoscopy Videos

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ICCV

• [paper] [repo] [DRSSL] [21]
  Collaborative and Adversarial Learning of Focused and Dispersive Representations for Semi-Supervised Polyp Segmentation

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IJCAI

• [paper] [repo] [TCCNet] [22]
  TCCNet: Temporally Consistent Context-Free Network for Semi-supervised Video Polyp Segmentation

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