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Video Salient Object Detection

Video salient object detection (VSOD) is significantly essential for understanding the underlying mechanism behind HVS during free-viewing in general and instrumental to a wide range of real-world applications, e.g., video segmentation, video captioning, video compression, autonomous driving, robotic interaction, weakly supervised attention. Besides its academic value and practical significance, VSOD presents great difficulties due to the challenges carried by video data (diverse motion patterns, occlusions, blur, large object deformations, etc.) and the inherent complexity of human visual attention behavior (i.e., selective attention allocation, attention shift) during dynamic scenes. Online benchmark: http://dpfan.net/davsod.

( Image credit: Shifting More Attention to Video Salient Object Detection, CVPR2019-Best Paper Finalist )

Papers

Showing 125 of 48 papers

TitleStatusHype
A Unified Transformer Framework for Group-based Segmentation: Co-Segmentation, Co-Saliency Detection and Video Salient Object DetectionCode2
Depth-Cooperated Trimodal Network for Video Salient Object DetectionCode1
Hierarchical Feature Alignment Network for Unsupervised Video Object SegmentationCode1
Depth Quality-Inspired Feature Manipulation for Efficient RGB-D and Video Salient Object DetectionCode1
Learning Motion and Temporal Cues for Unsupervised Video Object SegmentationCode1
Learning Video Salient Object Detection Progressively from Unlabeled VideosCode1
DS-Net: Dynamic Spatiotemporal Network for Video Salient Object DetectionCode1
Structure-measure: A New Way to Evaluate Foreground MapsCode1
Dynamic Context-Sensitive Filtering Network for Video Salient Object DetectionCode1
Exploring Rich and Efficient Spatial Temporal Interactions for Real Time Video Salient Object DetectionCode1
Full-Duplex Strategy for Video Object SegmentationCode1
Weakly Supervised Video Salient Object DetectionCode1
Weakly Supervised Video Salient Object Detection via Point Supervision0
A Spatial-Temporal Dual-Mode Mixed Flow Network for Panoramic Video Salient Object Detection0
Confidence-guided Adaptive Gate and Dual Differential Enhancement for Video Salient Object Detection0
Fast Video Salient Object Detection via Spatiotemporal Knowledge Distillation0
Flow Guided Recurrent Neural Encoder for Video Salient Object Detection0
Guidance and Teaching Network for Video Salient Object Detection0
Improving Unsupervised Video Object Segmentation via Fake Flow Generation0
Minimum Barrier Salient Object Detection at 80 FPS0
Transforming Static Images Using Generative Models for Video Salient Object Detection0
UniST: Towards Unifying Saliency Transformer for Video Saliency Prediction and Detection0
Unsupervised Video Object Segmentation using Motion Saliency-Guided Spatio-Temporal Propagation0
Unsupervised Video Object Segmentation with Motion-based Bilateral Networks0
Video Salient Object Detection Using Spatiotemporal Deep Features0
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