Universal Segmentation Model
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![Universal Segmentation Model [2301.00785] CLIP-Driven Universal Model for Organ Segmentation and ...](https://ar5iv.labs.arxiv.org/html/2301.00785/assets/fig_clip.png)














![Universal Segmentation Model [2312.01623] Universal Segmentation at Arbitrary Granularity with ...](https://ar5iv.labs.arxiv.org/html/2312.01623/assets/x2.png)


![Universal Segmentation Model [2304.06131] UniverSeg: Universal Medical Image Segmentation](https://ar5iv.labs.arxiv.org/html/2304.06131/assets/x1.png)
![Universal Segmentation Model [2312.17243] Unsupervised Universal Image Segmentation](https://ar5iv.labs.arxiv.org/html/2312.17243/assets/x8.png)







![Universal Segmentation Model [论文评述] Generative Data-engine Foundation Model for Universal Few-shot ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/generative-data-engine-foundation-model-for-universal-few-shot-2d-vascular-image-segmentation-1.png)














![Universal Segmentation Model [论文评述] Universal Domain Adaptation for Semantic Segmentation](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/universal-domain-adaptation-for-semantic-segmentation-0.png)


![Universal Segmentation Model [PDF] OneFormer: One Transformer to Rule Universal Image Segmentation ...](https://figures.semanticscholar.org/6a993404e07687b7edb7fb9a05092213a9419859/17-FigureII-1.png)







![Universal Segmentation Model [2304.06131] UniverSeg: Universal Medical Image Segmentation](https://ar5iv.labs.arxiv.org/html/2304.06131/assets/x2.png)



![Universal Segmentation Model [论文审查] Image Segmentation in Foundation Model Era: A Survey](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/image-segmentation-in-foundation-model-era-a-survey-1.png)

![Universal Segmentation Model Hierarchical Open-vocabulary Universal Image Segmentation [NeurIPS 2023]](https://velog.velcdn.com/images/gawon1224/post/4dd3a998-8818-43ba-b871-62c0929eac23/image.png)




![Universal Segmentation Model [논문 리뷰] K-Prism: A Knowledge-Guided and Prompt Integrated Universal ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/k-prism-a-knowledge-guided-and-prompt-integrated-universal-medical-image-segmentation-model-1.png)
![Universal Segmentation Model [2211.06220] OneFormer: One Transformer to Rule Universal Image ...](https://ar5iv.labs.arxiv.org/html/2211.06220/assets/x1.png)
![Universal Segmentation Model [2306.01736] DaTaSeg: Taming a Universal Multi-Dataset Multi-Task ...](https://ar5iv.labs.arxiv.org/html/2306.01736/assets/x1.png)












![Universal Segmentation Model [论文评述] MedCLIP-SAMv2: Towards Universal Text-Driven Medical Image ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/medclip-samv2-towards-universal-text-driven-medical-image-segmentation-2.png)
![Universal Segmentation Model [논문 리뷰] The ULS23 Challenge: a Baseline Model and Benchmark Dataset for ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/the-uls23-challenge-a-baseline-model-and-benchmark-dataset-for-3d-universal-lesion-segmentation-in-computed-tomography-4.png)

![Universal Segmentation Model [2303.17225] FreeSeg: Unified, Universal and Open-Vocabulary Image ...](https://ar5iv.labs.arxiv.org/html/2303.17225/assets/x1.png)
![Universal Segmentation Model [论文评述] ESP-MedSAM: Efficient Self-Prompting SAM for Universal Domain ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/esp-medsam-efficient-self-prompting-sam-for-universal-domain-generalized-medical-image-segmentation-2.png)






![Universal Segmentation Model [2306.02416] Training Like a Medical Resident: Universal Medical Image ...](https://ar5iv.labs.arxiv.org/html/2306.02416/assets/x1.png)


![Universal Segmentation Model [论文评述] A Universal Degradation-based Bridging Technique for Domain ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/a-universal-degradation-based-bridging-technique-for-domain-adaptive-semantic-segmentation-1.png)










