Compare MiVOS vs XMem and see what are their differences.


[CVPR 2021] Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion. Semi-supervised VOS as well! (by hkchengrex)


[ECCV 2022] XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model (by hkchengrex)
Our great sponsors
  • Onboard AI - Learn any GitHub repo in 59 seconds
  • InfluxDB - Collect and Analyze Billions of Data Points in Real Time
  • SaaSHub - Software Alternatives and Reviews
2 11
433 1,440
- -
0.0 0.0
about 1 month ago about 1 month ago
Python Python
GNU General Public License v3.0 only GNU General Public License v3.0 only
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.


Posts with mentions or reviews of MiVOS. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-02-08.
  • Free instance segmentation annotation tool
    2 projects | /r/computervision | 8 Feb 2023
    Mivos, you'll get assisted by a deep learning model https://github.com/hkchengrex/MiVOS
  • Deploying video object segmentation at scale in a day
    2 projects | /r/machinelearningnews | 3 Aug 2022
    We've been building a ton of infrastructure to process a lot of video data very quickly at Sieve, and video object segmentation is a cool task a lot of companies have used us for. Models like MiVOS and PointRend have made it possible for companies like RunwayML to build these ML-based video editing features like green screen. We wrote about how you might go about building this yourself in a day.


Posts with mentions or reviews of XMem. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-06-11.

What are some alternatives?

When comparing MiVOS and XMem you can also consider the following projects:

yolov7 - Implementation of paper - YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors

flash-attention - Fast and memory-efficient exact attention

NAFNet - The state-of-the-art image restoration model without nonlinear activation functions.

deeplab2 - DeepLab2 is a TensorFlow library for deep labeling, aiming to provide a unified and state-of-the-art TensorFlow codebase for dense pixel labeling tasks.

NUWA - A unified 3D Transformer Pipeline for visual synthesis

EfficientZero - Open-source codebase for EfficientZero, from "Mastering Atari Games with Limited Data" at NeurIPS 2021.

multiface - Hosts the Multiface dataset, which is a multi-view dataset of multiple identities performing a sequence of facial expressions.

Cream - This is a collection of our NAS and Vision Transformer work. [Moved to: https://github.com/microsoft/AutoML]

hivemind - Decentralized deep learning in PyTorch. Built to train models on thousands of volunteers across the world.

latent-diffusion - High-Resolution Image Synthesis with Latent Diffusion Models

CodeRL - This is the official code for the paper CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning (NeurIPS22).

mmdetection - OpenMMLab Detection Toolbox and Benchmark