Unsupervised Object Localization

5 papers with code • 3 benchmarks • 2 datasets

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Unsupervised Object Localization in the Era of Self-Supervised ViTs: A Survey

valeoai/awesome-unsupervised-object-localization 19 Oct 2023

We propose here a survey of unsupervised object localization methods that discover objects in images without requiring any manual annotation in the era of self-supervised ViTs.

52
19 Oct 2023

CLIP-DIY: CLIP Dense Inference Yields Open-Vocabulary Semantic Segmentation For-Free

wysoczanska/clip-diy 25 Sep 2023

The emergence of CLIP has opened the way for open-world image perception.

18
25 Sep 2023

Unsupervised Object Localization with Representer Point Selection

yeonghwansong/uolwrps ICCV 2023

We propose a novel unsupervised object localization method that allows us to explain the predictions of the model by utilizing self-supervised pre-trained models without additional finetuning.

5
08 Sep 2023

Optical Flow boosts Unsupervised Localization and Segmentation

mlzxy/flowdino 25 Jul 2023

Our fine-tuning procedure outperforms state-of-the-art techniques for unsupervised semantic segmentation through linear probing, without the use of any labeled data.

9
25 Jul 2023

Unsupervised Object Localization: Observing the Background to Discover Objects

valeoai/found CVPR 2023

This way, the salient objects emerge as a by-product without any strong assumption on what an object should be.

56
15 Dec 2022