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Video Object Detection

4 papers with code ยท Computer Vision
Subtask of Object Detection

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

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Latest papers without code

Weakly-Supervised Spatio-Temporally Grounding Natural Sentence in Video

6 Jun 2019

In this paper, we address a novel task, namely weakly-supervised spatio-temporally grounding natural sentence in video.

VIDEO OBJECT DETECTION

A systematic framework for natural perturbations from videos

5 Jun 2019

We introduce a systematic framework for quantifying the robustness of classifiers to naturally occurring perturbations of images found in videos.

VIDEO OBJECT DETECTION

Road User Detection in Videos

28 Mar 2019

Two new models, RetinaNet-Double and RetinaNet-Flow, are proposed, based respectively on the concatenation of a target frame with a preceding frame, and the concatenation of the optical flow with the target frame.

OPTICAL FLOW ESTIMATION VIDEO OBJECT DETECTION

Progressive Sparse Local Attention for Video object detection

21 Mar 2019

Instead of relying on optical flow, this paper proposes a novel module called Progressive Sparse Local Attention (PSLA), which establishes the spatial correspondence between features across frames in a local region with progressive sparser stride and uses the correspondence to propagate features.

OPTICAL FLOW ESTIMATION VIDEO OBJECT DETECTION

SCNN: A General Distribution based Statistical Convolutional Neural Network with Application to Video Object Detection

15 Mar 2019

By introducing a parameterized canonical model to model correlated data and defining corresponding operations as required for CNN training and inference, we show that SCNN can process multiple frames of correlated images effectively, hence achieving significant speedup over existing CNN models.

VIDEO OBJECT DETECTION

AdaScale: Towards Real-time Video Object Detection Using Adaptive Scaling

8 Feb 2019

In vision-enabled autonomous systems such as robots and autonomous cars, video object detection plays a crucial role, and both its speed and accuracy are important factors to provide reliable operation.

VIDEO OBJECT DETECTION

Transferable Adversarial Attacks for Image and Video Object Detection

30 Nov 2018

Adversarial examples have been demonstrated to threaten many computer vision tasks including object detection.

VIDEO OBJECT DETECTION

Integrated Object Detection and Tracking with Tracklet-Conditioned Detection

27 Nov 2018

Accurate detection and tracking of objects is vital for effective video understanding.

VIDEO OBJECT DETECTION VIDEO UNDERSTANDING

Detect or Track: Towards Cost-Effective Video Object Detection/Tracking

13 Nov 2018

Trackers are in general more efficient than detectors but bear the risk of drifting.

VIDEO OBJECT DETECTION