Deep spectral methods: a surprisingly strong baseline for unsupervised semantic segmentation and localization

Deep spectral methods: a surprisingly strong baseline for unsupervised semantic segmentation and localization

Unsupervised localization and segmentation are long-standing computer vision challenges that involve decom-posing an image into semantically meaningful segments without any labeled data. These tasks are particularly interesting in an unsupervised setting due to the difficulty and cost of obtaining d...

Disgrifiad llawn

Manylion Llyfryddiaeth
Prif Awduron:	Melas-Kyriazi, L, Rupprecht, C, Laina, I, Vedaldi, A
Fformat:	Conference item
Iaith:	English
Cyhoeddwyd:	IEEE 2022

Eitemau Tebyg

Finding an unsupervised image segmenter in each of your deep generative models
gan: Melas-Kyriazi, L, et al.
Cyhoeddwyd: (2021)

RealFusion: 360 reconstruction of any object from a single image
gan: Melas-Kyriazi, L, et al.
Cyhoeddwyd: (2023)

Unsupervised multi-object segmentation by predicting probable motion patterns
gan: Karazija, L, et al.
Cyhoeddwyd: (2022)

Guess what moves: unsupervised video and image segmentation by anticipating motion
gan: Choudhury, S, et al.
Cyhoeddwyd: (2022)

Unsupervised part discovery from contrastive reconstruction
gan: Choudhury, S, et al.
Cyhoeddwyd: (2021)

PC2: projection-conditioned point cloud diffusion for single-image 3D reconstruction
gan: Melas-Kyriazi, L, et al.
Cyhoeddwyd: (2023)

IM-3D: iterative multiview diffusion and reconstruction for high-quality 3D generation
gan: Melas-Kyriazi, L, et al.
Cyhoeddwyd: (2024)

Diffusion models for open-vocabulary segmentation
gan: Karazija, L, et al.
Cyhoeddwyd: (2024)

Learning segmentation from point trajectories
gan: Karazija, L, et al.
Cyhoeddwyd: (2025)

Diffusion models for open-vocabulary segmentation
gan: Karazija, L, et al.
Cyhoeddwyd: (2023)

AlphaZe∗∗: AlphaZero-like baselines for imperfect information games are surprisingly strong
gan: Jannis Blüml, et al.
Cyhoeddwyd: (2023-05-01)

The Surprising Effectiveness of Deep Orthogonal Procrustes Alignment in Unsupervised Domain Adaptation
gan: Kowshik Thopalli, et al.
Cyhoeddwyd: (2023-01-01)

Large-scale unsupervised semantic segmentation
gan: Gao, S, et al.
Cyhoeddwyd: (2022)

Latent space unsupervised semantic segmentation
gan: Knut J. Strommen, et al.
Cyhoeddwyd: (2023-04-01)

Measuring the interpretability of unsupervised representations via quantized reversed probing
gan: Laina, I, et al.
Cyhoeddwyd: (2021)

Unsupervised learning of probably symmetric deformable 3D objects from images in the wild
gan: Wu, S, et al.
Cyhoeddwyd: (2021)

Unsupervised learning of probably symmetric deformable 3D objects from images in the wild
gan: Wu, S, et al.
Cyhoeddwyd: (2020)

Invariant information clustering for unsupervised image classification and segmentation
gan: Ji, X, et al.
Cyhoeddwyd: (2020)

Unsupervised learning of probably symmetric deformable 3D objects from images in the wild (extended abstract)
gan: Wu, S, et al.
Cyhoeddwyd: (2021)

SmooSeg: smoothness prior for unsupervised semantic segmentation
gan: Lan, Mengcheng, et al.
Cyhoeddwyd: (2024)

Unsupervised Domain Adaptation in Semantic Segmentation: A Review
gan: Marco Toldo, et al.
Cyhoeddwyd: (2020-06-01)

Pylon model for semantic segmentation
gan: Lempitsky, V, et al.
Cyhoeddwyd: (2012)

Adversarial cross-modal unsupervised domain adaptation in semantic segmentation
gan: Shi, Mengqi
Cyhoeddwyd: (2022)

Co-Training for Unsupervised Domain Adaptation of Semantic Segmentation Models
gan: Jose L. Gómez, et al.
Cyhoeddwyd: (2023-01-01)

Unsupervised Domain Adaptation for Remote Sensing Semantic Segmentation with Transformer
gan: Weitao Li, et al.
Cyhoeddwyd: (2022-10-01)

The curious layperson: fine-grained image recognition without expert labels
gan: Choudhury, S, et al.
Cyhoeddwyd: (2022)

Unsupervised Semantic Segmentation of PolSAR Images Based on Multiview Similarity
gan: Meilin Li, et al.
Cyhoeddwyd: (2024-01-01)

Unsupervised TOF Image Segmentation through Spectral Clustering and Region Merging
gan: Luciano Lorenti, et al.
Cyhoeddwyd: (2018-10-01)

Invisible stitch: generating smooth 3D scenes with depth inpainting
gan: Engstler, P, et al.
Cyhoeddwyd: (2024)

Moving SLAM: fully unsupervised deep learning in non-rigid scenes
gan: Xu, D, et al.
Cyhoeddwyd: (2021)

Voxel-based 3D Point Cloud Semantic Segmentation: Unsupervised Geometric and Relationship Featuring vs Deep Learning Methods
gan: Florent Poux, et al.
Cyhoeddwyd: (2019-05-01)

Survey on Unsupervised Domain Adaptation for Semantic Segmentation for Visual Perception in Automated Driving
gan: Manuel Schwonberg, et al.
Cyhoeddwyd: (2023-01-01)

Semantic surprise predicts the N400 brain potential
gan: Alma Lindborg, et al.
Cyhoeddwyd: (2023-03-01)

Unsupervised Deep Learning for Bayesian Brain MRI Segmentation
gan: Dalca, Adrian Vasile, et al.
Cyhoeddwyd: (2021)

Understanding Unsupervised Deep Learning for Text Line Segmentation
gan: Ahmad Droby, et al.
Cyhoeddwyd: (2022-09-01)

DIC: Deep Image Clustering for Unsupervised Image Segmentation
gan: Lei Zhou, et al.
Cyhoeddwyd: (2020-01-01)

Log-Based Fault Localization with Unsupervised Log Segmentation
gan: Wojciech Dobrowolski, et al.
Cyhoeddwyd: (2024-09-01)

An unsupervised semantic segmentation method that combines the ImSE-Net model with SLICm superpixel optimization
gan: Zenan Yang, et al.
Cyhoeddwyd: (2024-12-01)

Deep Semantic-Preserving Reconstruction Hashing for Unsupervised Cross-Modal Retrieval
gan: Shuli Cheng, et al.
Cyhoeddwyd: (2020-11-01)

BiFDANet: Unsupervised Bidirectional Domain Adaptation for Semantic Segmentation of Remote Sensing Images
gan: Yuxiang Cai, et al.
Cyhoeddwyd: (2022-01-01)