Papers Object Discovery In Videos
“Object Discovery In Videos” 태그가 달린 논문 6편 · 필터 해제
FODVid: Flow-guided Object Discovery in Videos
Segmentation of objects in a video is challenging due to the nuances such as motion blurring, parallax, occlusions, changes in illumination, etc. Instead of addressing these nuances separately, we focus on building a gen…
ObjectObject DiscoveryObject Discovery In VideosSegmentation+3Roboflow 100: A Rich, Multi-Domain Object Detection Benchmark
The evaluation of object detection models is usually performed by optimizing a single metric, e.g. mAP, on a fixed set of datasets, e.g. Microsoft COCO and Pascal VOC. Due to image retrieval and annotation costs, these d…
2D Object DetectionImage RetrievalMedical Object DetectionMulti-Object Tracking+14Motion-inductive Self-supervised Object Discovery in Videos
In this paper, we consider the task of unsupervised object discovery in videos. Previous works have shown promising results via processing optical flows to segment objects. However, taking flow as input brings about two …
ObjectObject DiscoveryObject Discovery In VideosOptical Flow Estimation+3Self-Supervision by Prediction for Object Discovery in Videos
Despite their irresistible success, deep learning algorithms still heavily rely on annotated data. On the other hand, unsupervised settings pose many challenges, especially about determining the right inductive bias in d…
Inductive BiasObjectObject DiscoveryObject Discovery In Videos+3Object Discovery in Videos as Foreground Motion Clustering
We consider the problem of providing dense segmentation masks for object discovery in videos. We formulate the object discovery problem as foreground motion clustering, where the goal is to cluster foreground pixels in v…
ClusteringMotion SegmentationObjectObject Discovery+2Unsupervised learning of foreground object detection
Unsupervised learning poses one of the most difficult challenges in computer vision today. The task has an immense practical value with many applications in artificial intelligence and emerging technologies, as large qua…
Image SegmentationObjectobject-detectionObject Detection+5