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Real-Time Object Detection

42 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

YOLOv4: Optimal Speed and Accuracy of Object Detection

23 Apr 2020pjreddie/darknet

There are a huge number of features which are said to improve Convolutional Neural Network (CNN) accuracy.

DATA AUGMENTATION REAL-TIME OBJECT DETECTION

18,142
23 Apr 2020

TOG: Targeted Adversarial Objectness Gradient Attacks on Real-time Object Detection Systems

9 Apr 2020git-disl/TOG

The rapid growth of real-time huge data capturing has pushed the deep learning and data analytic computing to the edge systems.

AUTONOMOUS DRIVING OBJECT RECOGNITION REAL-TIME OBJECT DETECTION ROBUST OBJECT DETECTION

2
09 Apr 2020

SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization

CVPR 2020 tensorflow/tpu

We propose SpineNet, a backbone with scale-permuted intermediate features and cross-scale connections that is learned on an object detection task by Neural Architecture Search.

INSTANCE SEGMENTATION NEURAL ARCHITECTURE SEARCH REAL-TIME OBJECT DETECTION

3,642
10 Dec 2019

CSPNet: A New Backbone that can Enhance Learning Capability of CNN

27 Nov 2019AlexeyAB/darknet

Neural networks have enabled state-of-the-art approaches to achieve incredible results on computer vision tasks such as object detection.

IMAGE CLASSIFICATION REAL-TIME OBJECT DETECTION

11,444
27 Nov 2019

CenterMask : Real-Time Anchor-Free Instance Segmentation

arXiv 2019 youngwanLEE/CenterMask

We hope that CenterMask and VoVNetV2 can serve as a solid baseline of real-time instance segmentation and backbone network for various vision tasks, respectively.

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

532
15 Nov 2019

HarDNet: A Low Memory Traffic Network

ICCV 2019 osmr/imgclsmob

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

1,581
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

310
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

950
25 Jul 2019