About

The goal of Video Frame Interpolation is to synthesize several frames in the middle of two adjacent frames of the original video. Video Frame Interpolation can be applied to generate slow motion video, increase video frame rate, and frame recovery in video streaming.

Source: Reducing the X-ray radiation exposure frequency in cardio-angiography via deep-learning based video interpolation

Benchmarks

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Datasets

Latest papers with code

Zooming SlowMo: An Efficient One-Stage Framework for Space-Time Video Super-Resolution

15 Apr 2021Mukosame/Zooming-Slow-Mo-CVPR-2020

A na\"ive method is to decompose it into two sub-tasks: video frame interpolation (VFI) and video super-resolution (VSR).

VIDEO FRAME INTERPOLATION VIDEO SUPER-RESOLUTION

616
15 Apr 2021

XVFI: eXtreme Video Frame Interpolation

30 Mar 2021JihyongOh/XVFI

In this paper, we firstly present a dataset (X4K1000FPS) of 4K videos of 1000 fps with the extreme motion to the research community for video frame interpolation (VFI), and propose an extreme VFI network, called XVFI-Net, that first handles the VFI for 4K videos with large motion.

OPTICAL FLOW ESTIMATION VIDEO FRAME INTERPOLATION

15
30 Mar 2021

CDFI: Compression-Driven Network Design for Frame Interpolation

18 Mar 2021tding1/CDFI

DNN-based frame interpolation--that generates the intermediate frames given two consecutive frames--typically relies on heavy model architectures with a huge number of features, preventing them from being deployed on systems with limited resources, e. g., mobile devices.

 Ranked #1 on Video Frame Interpolation on Middlebury (LPIPS metric)

VIDEO FRAME INTERPOLATION

45
18 Mar 2021

FLAVR: Flow-Agnostic Video Representations for Fast Frame Interpolation

15 Dec 2020tarun005/FLAVR

A majority of methods for video frame interpolation compute bidirectional optical flow between adjacent frames of a video, followed by a suitable warping algorithm to generate the output frames.

ACTION RECOGNITION OPTICAL FLOW ESTIMATION VIDEO FRAME INTERPOLATION

118
15 Dec 2020

Video Frame Interpolation without Temporal Priors

NeurIPS 2020 yjzhang96/UTI-VFI

However, in complicated real-world situations, the temporal priors of videos, i. e. frames per second (FPS) and frame exposure time, may vary from different camera sensors.

OPTICAL FLOW ESTIMATION VIDEO FRAME INTERPOLATION

20
01 Dec 2020

RIFE: Real-Time Intermediate Flow Estimation for Video Frame Interpolation

12 Nov 2020hzwer/Arxiv2020-RIFE

We propose RIFE, a Real-time Intermediate Flow Estimation algorithm for Video Frame Interpolation (VFI).

VIDEO FRAME INTERPOLATION

1,669
12 Nov 2020

Enhanced Quadratic Video Interpolation

10 Sep 2020zhaohengyuan1/PAN

In this work, we further improve the performance of QVI from three facets and propose an enhanced quadratic video interpolation (EQVI) model.

SUPER-RESOLUTION VIDEO FRAME INTERPOLATION

169
10 Sep 2020

Neural Crossbreed: Neural Based Image Metamorphosis

2 Sep 2020sanghunpark/neural_crossbreed

We propose Neural Crossbreed, a feed-forward neural network that can learn a semantic change of input images in a latent space to create the morphing effect.

IMAGE MORPHING STYLE TRANSFER VIDEO FRAME INTERPOLATION

17
02 Sep 2020

Video Frame Interpolation via Generalized Deformable Convolution

24 Aug 2020zhshi0816/GDConvNet

Video frame interpolation aims at synthesizing intermediate frames from nearby source frames while maintaining spatial and temporal consistencies.

VIDEO FRAME INTERPOLATION

8
24 Aug 2020

BMBC:Bilateral Motion Estimation with Bilateral Cost Volume for Video Interpolation

17 Jul 2020JunHeum/BMBC

We propose a novel deep-learning-based video interpolation algorithm based on bilateral motion estimation.

MOTION ESTIMATION VIDEO FRAME INTERPOLATION

55
17 Jul 2020