Task-specific image partitioning

S Kim, S Nowozin, P Kohli… - … Transactions on Image …, 2012 - ieeexplore.ieee.org
… the use of task-specific training data to produce partitioning that is substantially more bene…
than unsupervised partitioning in terms of addressing the task-specific image partitioning

Feature partitioning for efficient multi-task architectures

A Newell, L Jiang, C Wang, LJ Li, J Deng - arXiv preprint arXiv …, 2019 - arxiv.org
… of task-specific ResNet models given a shared input image. … Aside from subtle differences,
task-specific differentiation did … task-specific differentiation afforded by feature partitioning

Task-specific scene structure representations

J Shin, S Shin, HG Jeon - Proceedings of the AAAI Conference on …, 2023 - ojs.aaai.org
… structures on image domains. We then unfold the traditional graph-partitioning problem into
a … (SSGNet), to represent the task-specific informative structures. The SSGNet yields a set of …

Learning a task-specific deep architecture for clustering

Z Wang, S Chang, J Zhou, M Wang, TS Huang - Proceedings of the 2016 SIAM …, 2016 - SIAM
… In our experiments, we follow [24] and adopt a subset of 13, 230 images of 147 subjects
in 5 … those without any striaghtforward task-specific interpretation (eg, partitioning the Multi-PIE …

Fast task-specific region merging for SAR image segmentation

F Ma, F Zhang, D Xiang, Q Yin… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
images, there are always some initial partitions poorly adhering the real boundaries. The
subsequent merging cannot adjust the shapes of these worry superpixels and these …

Learning task grouping using supervised task space partitioning in lifelong multitask learning

M Mishra, J Huan - Proceedings of the 24th ACM International on …, 2015 - dl.acm.org
… Examples of such applications may arise in online image annotation where new images are
… to all gk as partition functions, ur as region specific models and vt as task specific model. We …

Learning task-specific similarity

G Shakhnarovich - 2005 - dspace.mit.edu
… single image, and in Chapter 6 a method for matching imagepartitioned by a hyperplane
passing through the vertex and perpendicular to one of the coordinate axes of X. The partition

Task-specific information for imaging system analysis

MA Neifeld, A Ashok, PK Baheti - JOSA a, 2007 - opg.optica.org
image used for target detection will contain no more than 1 bit of relevant information. We
will refer to this relevant information as task-specific … for several tasks and imaging systems of …

Mitigating task interference in multi-task learning via explicit task routing with non-learnable primitives

C Ding, Z Lu, S Wang, R Cheng… - Proceedings of the …, 2023 - openaccess.thecvf.com
… networks for both image-level clas… that partitions the parameters into shared and task-specific
branches. More explicitly, it comprises one branch shared across all tasks and task-specific

Fast SAR image segmentation with deep task-specific superpixel sampling and soft graph convolution

F Ma, F Zhang, Q Yin, D Xiang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… variation in SAR image, so directly applying it to SAR images cannot achieve satisfactory …
a superpixel generation method for SAR images. We first partition the SAR image I ∝ RH×W …