AI 63

• [Paper] VAT: Cost Aggregation is All You Need for Few-Shot Segmentation Jun 14, 2022
• [Paper] CATs: Cost Aggregation Transformers for Visual Correspondence Jun 13, 2022
• [Paper] BMVOS: Pixel-Level Bijective Matching for Video Object Segmentation Jun 10, 2022
• [Paper] BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation with Full PyTorch Implementation Jun 9, 2022
• [Linear Algebra] 6.4 Symmetric Matrices Jun 9, 2022
• [Linear Algebra] 6.3 Systems of Differential Equations Jun 9, 2022
• [Linear Algebra] 6.2 Diagonalizing Matrix Jun 9, 2022
• [Linear Algebra] 6.1 Eigenvalues and Eigenvectors Jun 9, 2022
• [Paper] HOTR: End-to-End Human-Object Interaction Detection with Transformers Jun 4, 2022
• [Linear Algebra] 5.3 Cramer's Rule, Inverses, and Volumes May 21, 2022
• [Linear Algebra] 5.2 Permutation and Cofactors May 21, 2022
• [Linear Algebra] 5.1 Properties of Determinant May 21, 2022
• [Calculus] 15.6 Triple Integral May 21, 2022
• [Calculus] 15.5 Surface Area May 21, 2022
• [Calculus] 15.2 Double Integrals over General Regions May 21, 2022
• [Calculus] 15.2 Double Integrals over General Regions May 21, 2022
• [Paper] YOLOv2/YOLO9000: Better, Faster, Stronger May 13, 2022
• [Linear Algebra] 4.4 Orthonormal bases and Gram-Schmidt May 13, 2022
• [Linear Algebra] 4.3 Least Squares Approximation May 13, 2022
• [Linear Algebra] 4.2 Projections May 13, 2022
• [Linear Algebra] 4.1 Orthogonality of Four Subspaces May 13, 2022
• [Linear Algebra] 3.5 Dimensions of Four Subspaces May 13, 2022
• [Linear Algebra] 3.4 Independence, Basis, and Dimension May 13, 2022
• [[Calculus] 15.1 Double Integrals over Rectangles] 14.8 Lagrange Multipliers May 13, 2022
• [Calculus] 14.8 Lagrange Multipliers May 13, 2022
• [Calculus] 14.7 Maximum and Minimum Values May 13, 2022
• [Paper] ViT: An Image is worth 16x16 words with Full PyTorch Implementation May 2, 2022
• [Linear Algebra] 3.1 Spaces of Vectors Apr 30, 2022
• [Calculus] 14.6 Partial Directional Derivatives and Gradient Vector Apr 30, 2022
• [Calculus] 14.5 Chain Rule Apr 30, 2022
• [Calculus] 14.4 Tangent Planes and Linear Approximation Apr 30, 2022
• [Paper] U-Net: Convolutional Networks for Biomedical Image Segmentation with Full PyTorch Implementation Apr 24, 2022
• [Linear Algebra] 2.7 Transpose and Permutation Apr 24, 2022
• [Linear Algebra] 2.6 Factorization A=LU Apr 24, 2022
• [Linear Algebra] 1.2 Length and Dot Product Apr 24, 2022
• [Calculus] Partial Derivatives Apr 24, 2022
• [Calculus] Limits and Continuity of Multivariate Functions Apr 24, 2022
• [Calculus] Multivariate Functions Apr 24, 2022
• [Calculus] 13.3 Arg Length and Curvature Apr 24, 2022
• [Linear Algebra] 2.5 Inverse Matrices Apr 19, 2022
• [Calculus] 13.2 Derivative and Integral of Vector Functions Apr 15, 2022
• [Calculus] 13.1 Vector Functions Apr 15, 2022
• [Paper] Weighted Box Fusion (WBF): Ensembling boxes from different object detection models with Full Implementation Apr 10, 2022
• Maximum Likelihood Estimation (MLE) Apr 9, 2022
• Estimators, Bias, and Variance Apr 9, 2022
• Hyperparameters and Validation set Apr 8, 2022
• Capacity, Overfitting, and Underfitting Apr 8, 2022
• Regularization Apr 8, 2022
• [DL] What is Machine Learning? Apr 8, 2022
• [Paper] Cascade R-CNN: Delving into High Quality Object Detection Apr 4, 2022
• Jacobian and Hessian Matrix Mar 26, 2022
• Gradient Descent and Numpy Implementation Mar 26, 2022
• Stabilizing Softmax and Logsoftmax functions to avoid underflow and overflow Mar 26, 2022
• [Paper] (FPN) Feature Pyramid Networks for Object Detection with Full PyTorch Implementation Mar 25, 2022
• [Paper] Complete Guide of Swin Transformer with Full PyTorch Implementation Mar 20, 2022
• [Linear Algebra] What really is Norm? Mar 12, 2022
• [Paper] EfficientNet - Rethinking Model Scaling for Convolutional Neural Networks Feb 14, 2022
• [Paper] CutMix - Regularization Strategy to Train Strong Classifiers with Localizable Features Feb 14, 2022
• YOLOv1 Full Implementation with PyTorch Feb 13, 2022
• [Paper] YOLOv1 - You Only Look Once Feb 11, 2022
• [Paper] ResNet - Deep Residual Learning for Image Recognition Feb 3, 2022
• [Paper] AlexNet - ImageNet Classification with Deep Convolutional Neural Networks Feb 2, 2022
• Batch Normalization Jan 28, 2022