Computer Vision

Curated Resources (24)

Tools (4)

• OpenCV opencv.orgfree

  An open-source computer vision and machine learning software library with thousands of optimized algorithms.

• TorchVision pytorch.orgfree

  A specialized PyTorch package containing datasets, model architectures, and common image transformations for computer vision.

• Ultralytics YOLO ultralytics.comfree

  A leading open-source computer vision framework specializing in real-time object detection, segmentation, and pose estimation.

• scikit-image scikit-image.orgfree

  A collection of algorithms for image processing and computer vision in Python built on SciPy and NumPy.

Databases (4)

• ImageNet image-net.orgfree

  A large-scale visual database organized according to the WordNet hierarchy used for benchmarking computer vision models.

• CVF Open Access openaccess.thecvf.comfree

  An open-access repository containing peer-reviewed papers and conference proceedings from CVPR, ICCV, and WACV.

• Kaggle Datasets kaggle.comfree

  A data platform hosting tens of thousands of annotated image, video, and computer vision datasets.

• Hugging Face Datasets huggingface.cofree

  A community hub featuring vision benchmarks, multimodal training sets, and object detection data collections.

Learn (4)

• Computer Vision: Algorithms and Applications szeliski.orgfree

  A comprehensive open textbook by Richard Szeliski covering foundational algorithms and modern computer vision techniques.

• OpenCV Documentation & Tutorials opencv.orgfree

  Official tutorials and reference guides for computer vision pipelines in Python, C++, and JavaScript.

• TorchVision Tutorials pytorch.orgfree

  Hands-on tutorials for training image classification, semantic segmentation, and object detection models using PyTorch.

• deeplearning.ai deeplearning.aifreemium

  Specialized online courses on convolutional neural networks, image processing, and deep computer vision architectures.

Publications (4)

• IEEE Transactions on Pattern Analysis and Machine Intelligence computer.orgpaid

  A flagship academic journal publishing monthly peer-reviewed advances in computer vision, image processing, and machine intelligence.

• Computer Vision and Image Understanding sciencedirect.compaid

  An international scholarly journal covering all aspects of early vision, image processing, and visual scene analysis.

• International Journal of Computer Vision (IJCV) springer.compaid

  A prestigious archival journal publishing foundational theoretical and experimental research in computer vision.

• arXiv Computer Vision and Pattern Recognition (cs.CV) arxiv.orgfree

  An open-access preprint archive for the latest research papers in computer vision and visual pattern recognition.

Blogs and sites (4)

• Computer Vision Foundation thecvf.comfree

  A non-profit organization supporting research in computer vision and providing open access to conference proceedings.

• Google DeepMind Blog deepmind.googlefree

  Research articles and announcements detailing generative image models, video models, and visual intelligence architectures.

• Distill distill.pubfree

  An online publication featuring interactive visualizations on neural network feature detection and convolutional layers.

• OpenCV Community & News opencv.orgfree

  Community updates, case studies, algorithm releases, and webinars from the Open Source Vision Foundation.

Events and conferences (4)

• CVPR (Conference on Computer Vision and Pattern Recognition) cvpr.thecvf.compaid

  The premier annual computer vision event sponsored by the Computer Vision Foundation and IEEE Computer Society.

• NeurIPS neurips.ccpaid

  An annual machine learning conference featuring major tracks and workshops on visual representation learning and generative vision.

• ICML icml.ccpaid

  A premier international annual conference showcasing foundational learning algorithms and deep neural vision research.

• AAAI Conference on Artificial Intelligence aaai.orgpaid

  An annual international AI conference featuring technical tracks dedicated to computer vision and multimodal perception.

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