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Video Object Detection

16 papers with code · Computer Vision
Subtask of Object Detection

Video object detection is the task of detecting objects from a video as opposed to images.

( Image credit: Learning Motion Priors for Efficient Video Object Detection )

Benchmarks

Greatest papers with code

Sequence Level Semantics Aggregation for Video Object Detection

ICCV 2019 happywu/Sequence-Level-Semantics-Aggregation

In this work, we argue that aggregating features in the full-sequence level will lead to more discriminative and robust features for video object detection.

VIDEO OBJECT DETECTION VIDEO RECOGNITION

Learning Where to Focus for Efficient Video Object Detection

13 Nov 2019jiangzhengkai/LSTS

Transferring existing image-based detectors to the video is non-trivial since the quality of frames is always deteriorated by part occlusion, rare pose, and motion blur.

OPTICAL FLOW ESTIMATION VIDEO OBJECT DETECTION

Towards High Performance Video Object Detection for Mobiles

16 Apr 2018stanlee321/LightFlow-Keras

In this paper, we present a light weight network architecture for video object detection on mobiles.

VIDEO OBJECT DETECTION

A Delay Metric for Video Object Detection: What Average Precision Fails to Tell

ICCV 2019 RalphMao/VMetrics

Average precision (AP) is a widely used metric to evaluate detection accuracy of image and video object detectors.

VIDEO OBJECT DETECTION