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Real-Time Object Detection

30 papers with code · Computer Vision
Subtask of Object Detection

Real-time object detection is the task of doing object detection in real-time with fast inference while maintaining a base level of accuracy.

( Image credit: CenterNet )

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Latest papers with code

CenterMask : Real-Time Anchor-Free Instance Segmentation

arXiv 2019 youngwanLEE/CenterMask

Plugged into the FCOS object detector, the SAG-Mask branch predicts a segmentation mask on each box with the spatial attention map that helps to focus on informative pixels and suppress noise.

PANOPTIC SEGMENTATION REAL-TIME INSTANCE SEGMENTATION REAL-TIME OBJECT DETECTION

142
15 Nov 2019

HarDNet: A Low Memory Traffic Network

ICCV 2019 PingoLH/Pytorch-HarDNet

We propose a Harmonic Densely Connected Network to achieve high efficiency in terms of both low MACs and memory traffic.

REAL-TIME OBJECT DETECTION REAL-TIME SEMANTIC SEGMENTATION

151
03 Sep 2019

Training-Time-Friendly Network for Real-Time Object Detection

2 Sep 2019ZJULearning/ttfnet

Experiments on MS COCO show that our TTFNet has great advantages in balancing training time, inference speed, and accuracy.

REAL-TIME OBJECT DETECTION

213
02 Sep 2019

SlimYOLOv3: Narrower, Faster and Better for Real-Time UAV Applications

25 Jul 2019PengyiZhang/SlimYOLOv3

Drones or general Unmanned Aerial Vehicles (UAVs), endowed with computer vision function by on-board cameras and embedded systems, have become popular in a wide range of applications.

REAL-TIME OBJECT DETECTION SCENE PARSING

818
25 Jul 2019

DiCENet: Dimension-wise Convolutions for Efficient Networks

8 Jun 2019sacmehta/EdgeNets

We introduce a novel and generic convolutional unit, DiCE unit, that is built using dimension-wise convolutions and dimension-wise fusion.

IMAGE CLASSIFICATION NEURAL ARCHITECTURE SEARCH REAL-TIME OBJECT DETECTION REAL-TIME SEMANTIC SEGMENTATION

201
08 Jun 2019

An Energy and GPU-Computation Efficient Backbone Network for Real-Time Object Detection

22 Apr 2019osmr/imgclsmob

As DenseNet conserves intermediate features with diverse receptive fields by aggregating them with dense connection, it shows good performance on the object detection task.

REAL-TIME OBJECT DETECTION SEMANTIC SEGMENTATION SMALL OBJECT DETECTION

1,052
22 Apr 2019

CornerNet-Lite: Efficient Keypoint Based Object Detection

18 Apr 2019princeton-vl/CornerNet-Lite

Together these two variants address the two critical use cases in efficient object detection: improving efficiency without sacrificing accuracy, and improving accuracy at real-time efficiency.

REAL-TIME OBJECT DETECTION

1,575
18 Apr 2019

Objects as Points

16 Apr 2019xingyizhou/CenterNet

We model an object as a single point --- the center point of its bounding box.

KEYPOINT DETECTION REAL-TIME OBJECT DETECTION

3,277
16 Apr 2019

NAS-FPN: Learning Scalable Feature Pyramid Architecture for Object Detection

CVPR 2019 tensorflow/tpu

Here we aim to learn a better architecture of feature pyramid network for object detection.

#11 best model for Real-Time Object Detection on COCO (MAP metric)

NEURAL ARCHITECTURE SEARCH REAL-TIME OBJECT DETECTION

2,941
16 Apr 2019

Pelee: A Real-Time Object Detection System on Mobile Devices

NeurIPS 2018 osmr/imgclsmob

In this study, we propose an efficient architecture named PeleeNet, which is built with conventional convolution instead.

REAL-TIME OBJECT DETECTION

1,052
01 Dec 2018