One-Shot Segmentation

17 papers with code • 1 benchmarks • 3 datasets

SEGIC: Unleashing the Emergent Correspondence for In-Context Segmentation

menglcool/segic 24 Nov 2023

In-context segmentation aims at segmenting novel images using a few labeled example images, termed as "in-context examples", exploring content similarities between examples and the target.

10
24 Nov 2023

AdLER: Adversarial Training with Label Error Rectification for One-Shot Medical Image Segmentation

hsiangyuzhao/adler 2 Sep 2023

To address these issues, we propose a novel one-shot medical image segmentation method with adversarial training and label error rectification (AdLER), with the aim of improving the diversity of generated data and correcting label errors to enhance segmentation performance.

1
02 Sep 2023

One-shot and Partially-Supervised Cell Image Segmentation Using Small Visual Prompt

usagisukisuki/oneshot-part-cellsegmentation 17 Apr 2023

Semantic segmentation of microscopic cell images using deep learning is an important technique, however, it requires a large number of images and ground truth labels for training.

1
17 Apr 2023

One-Shot Segmentation of Novel White Matter Tracts via Extensive Data Augmentation

liuwan0208/one-shot-extensive-data-augmentation 13 Mar 2023

However, accurate segmentation of novel WM tracts can still be challenging in the one-shot setting, where only one scan is annotated for the novel WM tracts.

0
13 Mar 2023

Self-Supervised One-Shot Learning for Automatic Segmentation of StyleGAN Images

avm-debatr/ganecdotes 10 Mar 2023

We propose a framework for the automatic one-shot segmentation of synthetic images generated by a StyleGAN.

6
10 Mar 2023

Robust One-shot Segmentation of Brain Tissues via Image-aligned Style Transformation

jinxlv/one-shot-segmentation-via-ist 26 Nov 2022

In this paper, we propose a novel image-aligned style transformation to reinforce the dual-model iterative learning for robust one-shot segmentation of brain tissues.

7
26 Nov 2022

One-Shot Synthesis of Images and Segmentation Masks

boschresearch/one-shot-synthesis 15 Sep 2022

To this end, inspired by the recent architectural developments of single-image GANs, we introduce our OSMIS model which enables the synthesis of segmentation masks that are precisely aligned to the generated images in the one-shot regime.

37
15 Sep 2022

One-Shot Transfer of Affordance Regions? AffCorrs!

RPL-CS-UCL/UCL-AffCorrs 15 Sep 2022

In this work, we tackle one-shot visual search of object parts.

16
15 Sep 2022

Local Spatiotemporal Representation Learning for Longitudinally-consistent Neuroimage Analysis

mengweiren/longitudinal-representation-learning 9 Jun 2022

Recent self-supervised advances in medical computer vision exploit global and local anatomical self-similarity for pretraining prior to downstream tasks such as segmentation.

19
09 Jun 2022

Image Segmentation Using Text and Image Prompts

huggingface/transformers CVPR 2022

After training on an extended version of the PhraseCut dataset, our system generates a binary segmentation map for an image based on a free-text prompt or on an additional image expressing the query.

123,180
18 Dec 2021