Video Frame Interpolation

95 papers with code • 20 benchmarks • 11 datasets

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

Libraries

Use these libraries to find Video Frame Interpolation models and implementations

Motion-Aware Video Frame Interpolation

zdyshine/Video-Frame-Interpolation-Summary 5 Feb 2024

Subsequently, a cross-scale motion structure is presented to estimate and refine intermediate flow maps by the extracted features.

95
05 Feb 2024

A Multi-In-Single-Out Network for Video Frame Interpolation without Optical Flow

J911/MISO-VFI 20 Nov 2023

In general, deep learning-based video frame interpolation (VFI) methods have predominantly focused on estimating motion vectors between two input frames and warping them to the target time.

23
20 Nov 2023

Clearer Frames, Anytime: Resolving Velocity Ambiguity in Video Frame Interpolation

zzh-tech/interpany-clearer 14 Nov 2023

Existing video frame interpolation (VFI) methods blindly predict where each object is at a specific timestep t ("time indexing"), which struggles to predict precise object movements.

154
14 Nov 2023

Scale-Adaptive Feature Aggregation for Efficient Space-Time Video Super-Resolution

megvii-research/wacv2024-safa 26 Oct 2023

The Space-Time Video Super-Resolution (STVSR) task aims to enhance the visual quality of videos, by simultaneously performing video frame interpolation (VFI) and video super-resolution (VSR).

93
26 Oct 2023

LOVECon: Text-driven Training-Free Long Video Editing with ControlNet

zhijie-group/lovecon 15 Oct 2023

Leveraging pre-trained conditional diffusion models for video editing without further tuning has gained increasing attention due to its promise in film production, advertising, etc.

33
15 Oct 2023

IBVC: Interpolation-driven B-frame Video Compression

ruhig6/ibvc 25 Sep 2023

Learned B-frame video compression aims to adopt bi-directional motion estimation and motion compensation (MEMC) coding for middle frame reconstruction.

0
25 Sep 2023

Dynamic Frame Interpolation in Wavelet Domain

ltkong218/waveletvfi 7 Sep 2023

Video frame interpolation is an important low-level vision task, which can increase frame rate for more fluent visual experience.

15
07 Sep 2023

Boost Video Frame Interpolation via Motion Adaptation

haoningwu3639/VFI_Adapter 24 Jun 2023

Video frame interpolation (VFI) is a challenging task that aims to generate intermediate frames between two consecutive frames in a video.

10
24 Jun 2023

Neural Image Re-Exposure

zhangxydlut/Neural-Image-Re-Exposure 23 May 2023

In this work, we aim to re-expose the captured photo in post-processing to provide a more flexible way of addressing those issues within a unified framework.

6
23 May 2023

IDO-VFI: Identifying Dynamics via Optical Flow Guidance for Video Frame Interpolation with Events

shicy17/ido-vfi 17 May 2023

The proposed method first estimates the optical flow based on frames and events, and then decides whether to further calculate the residual optical flow in those sub-regions via a Gumbel gating module according to the optical flow amplitude.

5
17 May 2023