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Object Detection

384 papers with code ยท Computer Vision

Object detection is a computer technology related to computer vision and image processing that deals with detecting instances of semantic objects of a certain class (such as humans, buildings, or cars) in digital images and videos.

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Latest papers without code

IoU-balanced Loss Functions for Single-stage Object Detection

15 Aug 2019

The standard cross entropy loss for classification is independent of localization task and drives all the positive examples to learn as high classification score as possible regardless of localization accuracy during training.

OBJECT DETECTION

Detecting 11K Classes: Large Scale Object Detection without Fine-Grained Bounding Boxes

14 Aug 2019

However, these methods require fully annotated object bounding boxes for training, which are incredibly hard to scale up due to the high annotation cost.

OBJECT DETECTION

DAPAS : Denoising Autoencoder to Prevent Adversarial attack in Semantic Segmentation

14 Aug 2019

Nowadays, Deep learning techniques show dramatic performance on computer vision area, and they even outperform human.

ADVERSARIAL ATTACK DENOISING IMAGE CLASSIFICATION OBJECT DETECTION SEMANTIC SEGMENTATION

Person Re-identification in Aerial Imagery

14 Aug 2019

In this paper, to facilitate the research of person ReID in aerial imagery, we collect a large scale airborne person ReID dataset named as Person ReID for Aerial Imagery (PRAI-1581), which consists of 39, 461 images of 1581 person identities.

OBJECT DETECTION PERSON RE-IDENTIFICATION

Matrix Nets: A New Deep Architecture for Object Detection

13 Aug 2019

We present Matrix Nets (xNets), a new deep architecture for object detection.

OBJECT DETECTION

Semi-Supervised Video Salient Object Detection Using Pseudo-Labels

12 Aug 2019

Specifically, we present an effective video saliency detector that consists of a spatial refinement network and a spatiotemporal module.

OPTICAL FLOW ESTIMATION SALIENT OBJECT DETECTION

Deep Learning-Based Quantification of Pulmonary Hemosiderophages in Cytology Slides

12 Aug 2019

Additionally, we evaluated object detection methods on a novel data set of 17 completely annotated cytology whole slide images (WSI) containing 78, 047 hemosiderophages.

OBJECT DETECTION

IoU Loss for 2D/3D Object Detection

11 Aug 2019

In 2D/3D object detection task, Intersection-over-Union (IoU) has been widely employed as an evaluation metric to evaluate the performance of different detectors in the testing stage.

3D OBJECT DETECTION

Conditional Generative Adversarial Networks for Data Augmentation and Adaptation in Remotely Sensed Imagery

10 Aug 2019

Run sequentially, these GANs allow the generation of synthetic remote sensing imagery complete with segmentation labels.

DATA AUGMENTATION OBJECT DETECTION

Object-Aware Instance Labeling for Weakly Supervised Object Detection

10 Aug 2019

Weakly supervised object detection (WSOD), where a detector is trained with only image-level annotations, is attracting more and more attention.

WEAKLY SUPERVISED OBJECT DETECTION