Python video-object-segmentation

Open-source Python projects categorized as video-object-segmentation
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Topics: video-instance-segmentation multi-object-tracking-segmentation object-tracking Computer Vision Deep Learning
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Top 10 Python video-object-segmentation Projects

  • Track-Anything

    Track-Anything is a flexible and interactive tool for video object tracking and segmentation, based on Segment Anything, XMem, and E2FGVI.

    • Project mention: Keying/masking person on a footage | /r/davinciresolve | 2023-10-21

    I was doing rotoscoping for a silhouette of a girl dancing in front of a building, then I saw this amazing tool: https://github.com/gaomingqi/Track-Anything

  • XMem

    [ECCV 2022] XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model

    • Project mention: [D] Which open source models can replicate wonder dynamics's drag'n'drop cg characters? | /r/MachineLearning | 2023-06-11

    Use Segmentation Model (SAM) combined with Inpainting model (E2FGVI) and Xmem to cut out the live action subject.

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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  • UNINEXT

    [CVPR'23] Universal Instance Perception as Object Discovery and Retrieval

  • Unicorn

    [ECCV'22 Oral] Towards Grand Unification of Object Tracking (by MasterBin-IIAU)

  • sam-pt

    SAM-PT: Extending SAM to zero-shot video segmentation with point-based tracking.

    • Project mention: using AI to fill the scenes vertically | /r/StableDiffusion | 2023-07-12

    Part of this process can be a remastering step also for old videos. Masking backgrounds across frames and performing super-resolution with all known references and scaling details for characters using fine-tuned models for each actor. We have a lot new SAM tools to assist with this process. It probably won't be magically done for a while, but a few people could remaster a show rather than a large team.

  • GLEE

    [CVPR2024 Highlight]GLEE: General Object Foundation Model for Images and Videos at Scale (by FoundationVision)

    • Project mention: FLaNK AI - 01 April 2024 | dev.to | 2024-04-01

  • MiVOS

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

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  • UniTrack

    [NeurIPS'21] Unified tracking framework with a single appearance model. It supports Single Object Tracking (SOT), Video Object Segmentation (VOS), Multi-Object Tracking (MOT), Multi-Object Tracking and Segmentation (MOTS), Pose Tracking, Video Instance Segmentation (VIS), and class-agnostic MOT (e.g. TAO dataset). (by Zhongdao)

  • MOSE-api

    [ICCV 2023] MOSE: A New Dataset for Video Object Segmentation in Complex Scenes

  • tcow

    Tracking through Containers and Occluders in the Wild (CVPR 2023) - Official Implementation

    • Project mention: Tracking through Containers and Occluders in the Wild- Meet TCOW: An AI Model that can Segment Objects in Videos with a Notion of Object Permanence | /r/machinelearningnews | 2023-05-09

    Github: https://github.com/basilevh/tcow

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Python video-object-segmentation related posts

  • Keying/masking person on a footage

    1 project | /r/davinciresolve | 21 Oct 2023

  • Advice for multi-animal tracking for scientific research?

    1 project | /r/computervision | 14 Jun 2023

  • [D] Which open source models can replicate wonder dynamics's drag'n'drop cg characters?

    6 projects | /r/MachineLearning | 11 Jun 2023

  • Tutorial for Track-Anything, an interactive tool to segment, track, and inpaint anything in videos.

    1 project | /r/StableDiffusion | 10 May 2023

  • Tutorial for Track-Anything, an interactive tool to segment, track, and inpaint anything in videos.

    1 project | /r/TrackAnything | 10 May 2023

  • Github for Track Anything

    1 project | /r/TrackAnything | 10 May 2023

  • Segment Anything for Video - Track Anything! 🤖

    1 project | /r/callabacloud | 2 May 2023
  • A note from our sponsor - SaaSHub
    www.saashub.com | 7 May 2024
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Index

What are some of the best open-source video-object-segmentation projects in Python? This list will help you:

Project Stars
1 Track-Anything 6,113
2 XMem 1,596
3 UNINEXT 1,444
4 Unicorn 942
5 sam-pt 905
6 GLEE 910
7 MiVOS 449
8 UniTrack 335
9 MOSE-api 293
10 tcow 36

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