Personalize-SAM
Personalize Segment Anything Model (SAM) with 1 shot in 10 seconds (by ZrrSkywalker)
threestudio
A unified framework for 3D content generation. (by threestudio-project)
Personalize-SAM | threestudio | |
---|---|---|
11 | 9 | |
1,437 | 5,705 | |
- | 4.0% | |
7.1 | 8.7 | |
9 months ago | about 1 month ago | |
Python | Python | |
MIT License | Apache License 2.0 |
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.
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.
Personalize-SAM
Posts with mentions or reviews of Personalize-SAM.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-05-13.
- Weekly Megathread - 14 May 2023
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This AI Research Proposes PerSAM: A Training-Free Personalization Approach For The Segment Anything Model (SAM)
Code: https://github.com/ZrrSkywalker/Personalize-SAM
- GitHub - ZrrSkywalker/Personalize-SAM: Personalize Segment Anything Model (SAM) with 1 shot in 10 seconds
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Personalize Segment Anything Model with One Shot
Driven by large-data pre-training, Segment Anything Model (SAM) has been demonstrated as a powerful and promptable framework, revolutionizing the segmentation models. Despite the generality, customizing SAM for specific visual concepts without man-powered prompting is under explored, e.g., automatically segmenting your pet dog in different images. In this paper, we propose a training-free Personalization approach for SAM, termed as PerSAM. Given only a single image with a reference mask, PerSAM first localizes the target concept by a location prior, and segments it within other images or videos via three techniques: target-guided attention, target-semantic prompting, and cascaded post-refinement. In this way, we effectively adapt SAM for private use without any training. To further alleviate the mask ambiguity, we present an efficient one-shot fine-tuning variant, PerSAM-F. Freezing the entire SAM, we introduce two learnable weights for multi-scale masks, only training 2 parameters within 10 seconds for improved performance. To demonstrate our efficacy, we construct a new segmentation dataset, PerSeg, for personalized evaluation, and test our methods on video object segmentation with competitive performance. Besides, our approach can also enhance DreamBooth to personalize Stable Diffusion for text-to-image generation, which discards the background disturbance for better target appearance learning. Code is released at https://github.com/ZrrSkywalker/Personalize-SAM
threestudio
Posts with mentions or reviews of threestudio.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-12-15.
- Threestudio – A unified framework for 3D content generation
- GitHub - threestudio-project/threestudio: A unified framework for 3D content generation.
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Magic123: One Image to High-Quality 3D Object Generation
Interesting work! But given the time and complexity of the generation, I think VSD-loss based implementations have higher fidelity. See https://github.com/thu-ml/prolificdreamer or https://github.com/threestudio-project/threestudio/tree/main...
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You can now export meshes from Threestudio
GitHub link: https://github.com/threestudio-project/threestudio
- Weekly Megathread - 14 May 2023
- threestudio-project/threestudio: A unified framework for 3D content generation.
What are some alternatives?
When comparing Personalize-SAM and threestudio you can also consider the following projects:
PaLM - An open-source implementation of Google's PaLM models