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- SOTA，benchmark和baseline分别是什么意思？ - 知乎
SOTA是state of the art的缩写，指某特定时间背景下的最高水准。例如，SOTA model 最先进的模型。 benchmark通常指的是一个（标准的）衡量规定或是评估标准。具体的可以理解成，在某个标准的数据集上用某种规定的方式（进行实验）并且用某几个指标来衡量算法的性能，这样规定被称为benchmark。由于
- GitHub - roboflow notebooks: A collection of tutorials on state-of-the . . .
This repository offers a growing collection of computer vision tutorials Learn to use SOTA models like YOLOv11, SAM 2, Florence-2, PaliGemma 2, and Qwen2 5-VL for tasks ranging from object detection, segmentation, and pose estimation to data extraction and OCR Dive in and explore the exciting world of computer vision!
- ucan-ai SOTA-notebooks - GitHub
Examples and tutorials on using SOTA computer vision models and techniques Learn everything from old-school ResNet, through YOLO and object-detection transformers like DETR, to the latest models like Grounding DINO and SAM - ucan-ai SOTA-notebooks
- This project attempts to maintain the SOTA performance in machine . . .
Machine translation has entered the era of neural methods, which attracts more and more researchers Currently, hundreds of MT papers are published each year and it is a bit difficult for researchers to know the SOTA models in each research direction Accordingly, we try to record the SOTA performance in this project There are several research directions in neural machine translation
- paperswithcode sota-extractor: The SOTA extractor pipeline - GitHub
Aggregate public SOTA tables that are shared under free licences Download the scraped data or run the scrapers yourself to get the latest data In the future, we are planning to automate the process of extracting tasks, datasets and results from papers
- State-of-the-art result for all Machine Learning Problems
This repository provides state of the art (SoTA) results for all machine learning problems We do our best to keep this repository up to date If you do find a problem's SoTA result is out of date or missing, please raise this as an issue or submit Google form (with this information: research paper name, dataset, metric, source code and year) We will fix it immediately - RedditSota state-of
- 如何查询自己细分方向论文的sota方法? - 知乎
可以通过以下方法来查询自己细分方向论文的sota方法： 在学术网站（如Google Scholar、SCI-Hub等）中搜索相关关键词，查询最新或热门的论文。 在学术会议或期刊网站中搜索相关领域的论文，查看每篇论文的引用情况，选择引用次数较多的论文进行查询。
- RF-DETR: SOTA Real-Time Detection and Segmentation Model
RF-DETR is a real-time object detection and segmentation model architecture developed by Roboflow, SOTA on COCO and designed for fine-tuning - roboflow rf-detr
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