A novel key-frames selection framework for comprehensive video summarization

C Huang, H Wang - … on Circuits and Systems for Video …, 2019 - ieeexplore.ieee.org
… of videos, dividing the frame images in the video into different classes by clustering, and finally
selecting one or more discriminative frame … feature representation of video frames in video

Quality-guided key frames selection from video stream based on object detection

M Chen, X Han, H Zhang, G Lin… - … Image Representation, 2019 - Elsevier
… key frame selection error rate. In this paper, we propose a novel key frames selection method
… segments according to the equal time period, and then the first frame images of the videos

Smart frame selection for action recognition

SN Gowda, M Rohrbach, L Sevilla-Lara - Proceedings of the AAAI …, 2021 - ojs.aaai.org
videos domain. Recent work has successfully leveraged … are trimmed video datasets, showing
that frame selection can be an … representation (visual and categorical), the choice of frame

Bubblenets: Learning to select the guidance frame in video object segmentation by deep sorting frames

BA Griffin, JJ Corso - … of the IEEE/CVF conference on …, 2019 - openaccess.thecvf.com
… We use a batch size of 1,024 randomly selected videos; each video uses up to five frames
features or is less representative of the video reference frames. To demonstrate beneficial and …

A dynamic frame selection framework for fast video recognition

Z Wu, H Li, C Xiong, YG Jiang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… framework on a per-video basis to achieve efficient video recognition—-conditioned on
different input videos, we aim to select a small number of frames to produce accurate predictions (…

Quality assessment of in-the-wild videos

D Li, T Jiang, M Jiang - Proceedings of the 27th ACM international …, 2019 - dl.acm.org
… the predicted frame quality score qt to the video quality Q, we … From the three databases, we
select four videos with diferent … seconds) for four videos selected from the original databases…

Mgsampler: An explainable sampling strategy for video action recognition

Y Zhi, Z Tong, L Wang, G Wu - Proceedings of the IEEE/CVF …, 2021 - openaccess.thecvf.com
… drive us to adaptively select frames from videos. … video by randomly picking a representative
frame from each segment. Figure 1 exhibits a vivid example of sampling frames from a video

Multi-agent reinforcement learning based frame sampling for effective untrimmed video recognition

W Wu, D He, X Tan, S Chen… - Proceedings of the IEEE …, 2019 - openaccess.thecvf.com
… from untrimmed videos to achieve better classification … to pick out N representative frames
from an untrimmed video can be as follows: we first observe N scenes of the whole video, …

Videomoco: Contrastive video representation learning with temporally adversarial examples

T Pan, Y Song, T Yang, W Jiang… - Proceedings of the …, 2021 - openaccess.thecvf.com
… Different from these pretext designs, we aim to learn a task-agnostic feature representation
for videos. … We choose to drop out k frames (k ∈ [4, 8, 12, 16, 24]) and show the recognition …

Scsampler: Sampling salient clips from video for efficient action recognition

B Korbar, D Tran, L Torresani - Proceedings of the IEEE …, 2019 - openaccess.thecvf.com
Video classification from selected clips In this paper we are interested in scenarios where the
videos v … efficiently from video and that yield a very compact representation to process. The …