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Search results with tag "Object localization"

Learning Deep Features for Discriminative Localization

Learning Deep Features for Discriminative Localization

openaccess.thecvf.com

Weakly-supervised object localization: There have been a number of recent works exploring weakly-supervised object localization using CNNs [1, 16, 2, 15]. Bergamoetal [1]propose atechniqueforself-taughtobject localization involving masking out image regions to iden-tify the regions causing the maximal activations in order to localize objects.

  Feature, Learning, Deep, Object, Localization, Learning deep features for discriminative localization, Discriminative, Object localization

Learning Deep Features for Discriminative Localization

Learning Deep Features for Discriminative Localization

cnnlocalization.csail.mit.edu

Weakly-supervised object localization: There have been a number of recent works exploring weakly-supervised object localization using CNNs [1, 16, 2, 15]. Bergamoetal [1]propose atechniqueforself-taughtobject localization involving masking out image regions to iden-tify the regions causing the maximal activations in order to localize objects.

  Object, Localization, Object localization

Learning Deep Features for Discriminative Localization

Learning Deep Features for Discriminative Localization

arxiv.org

Weakly-supervised object localization: There have been a number of recent works exploring weakly-supervised object localization using CNNs [1, 16, 2, 15]. Bergamo et al [1] propose a technique for self-taught object localization involving masking out image regions to iden-tify the regions causing the maximal activations in order to localize ...

  Object, Supervised, Localization, Supervised object localization, Object localization

1 Object Detection in 20 Years: A Survey - arXiv

1 Object Detection in 20 Years: A Survey - arXiv

arxiv.org

object detection include but not limited to the following aspects: object rotation and scale changes (e.g., small ob-jects), accurate object localization, dense and occluded object detection, speed up of detection, etc. In Sections 4 and 5, we will give a more detailed analysis of these topics. The rest of this paper is organized as follows. In ...

  Object, Localization, Object localization

Generalized Intersection over Union: A Metric and A Loss ...

Generalized Intersection over Union: A Metric and A Loss ...

giou.stanford.edu

popular object detection benchmarks such as PASCAL VOC and MS COCO. 1. Introduction Bounding box regression is one of the most fundamental components in many 2D/3D computer vision tasks. Tasks such as object localization, multiple object detection, ob-ject tracking and instance level segmentation rely on ac-curate bounding box regression.

  Object, Ject, Localization, Object localization, Ob ject

Improved Multiscale Vision Transformers for Classification ...

Improved Multiscale Vision Transformers for Classification ...

arxiv.org

Vision transformers for object detection tasks [12,55,79, 90] address the challenge of detection typically requiring high-resolution inputs and feature maps for accurate object localization. This significantly increases computation com-plexity due to the quadratic complexity of self-attention oper-ators in transformers [77].

  Object, Detection, Localization, Object detection, Object localization

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