Bit Depth
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E
Color depth explained Ref…
Bounding Box Annotation Format
Color Channels
Frame Rate
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E
Frame Rate — Wikipedia Ref…
Ground Truth Mask
Image Annotation
Image as Tensor
Image Format
Image Resolution
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E
Image Resolution — Wikipedia Ref…
Pixel
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E
Pixel — Wikipedia Ref…
Region of Interest (ROI)
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E
Region of Interest — Wikipedia Ref…
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A
Fast R-CNN (RoI Pooling) Pap…
Sliding Window
Spatial Coordinates
Video Frame
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E
Video Frame — Wikipedia Ref…
Center Crop
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P
torchvision CenterCrop Docs
Horizontal Flip
Image Resize
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P
torchvision Resize Docs
Random Crop
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P
torchvision RandomCrop Docs
Random Rotation
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P
torchvision RandomRotation Docs
Vertical Flip
Channel Order (BGR vs RGB)
Color Space (RGB, HSV)
Grayscale Conversion
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E
Grayscale — Wikipedia Ref…
Histogram Equalization
Image Normalization
Mean Subtraction
Pixel Scaling
AutoAugment
Color Jitter
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P
torchvision ColorJitter Docs
Cutout
Gaussian Blur (Augmentation)
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P
torchvision GaussianBlur Docs
RandAugment
Canny Edge Detection
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E
Canny Edge Detector — Wikipedia Ref…
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D
OpenCV — Canny Edge Detection Docs
Image Gradient
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E
Image Gradient — Wikipedia Ref…
Laplacian of Gaussian (LoG)
Prewitt Operator
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E
Prewitt Operator — Wikipedia Ref…
Sobel Operator
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E
Sobel Operator — Wikipedia Ref…
BRIEF Descriptor
Corner Detection (Harris)
FAST Corner Detector
Haar cascades
Oriented FAST and Rotated BRIEF (ORB)
Scale-Invariant Feature Transform (SIFT)
Speeded-Up Robust Features (SURF)
Viola-Jones Detector
Keypoint Matching
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D
OpenCV — Feature Matching Docs
Lucas-Kanade Method
Optical Flow
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E
Optical Flow — Wikipedia Ref…
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D
OpenCV — Optical Flow Docs
Template Matching
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E
Template Matching — Wikipedia Ref…
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D
OpenCV — Template Matching Docs
Bag of Visual Words
Hough Transform
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E
Hough Transform — Wikipedia Ref…
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D
OpenCV — Hough Line Transform Docs
Image Pyramid
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E
Image Pyramid — Wikipedia Ref…
Scale-Space
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E
Scale Space — Wikipedia Ref…
GoogLeNet (Inception)
Inception Module
Inception-v3
Xception
DenseNet
Residual Block
ResNet
ConvNeXt
EfficientNet
MobileNet
MobileNetV2
ShuffleNet
SqueezeNet
Face Detection
Face Recognition
Facial Landmark Detection
Fine-grained Recognition
Image Classification
Image Retrieval
Keypoint Detection
Multi-Label Image Classification
Optical Character Recognition (OCR)
Person Re-identification
Pose Estimation
Scene Classification
Anchor Box
Average Precision (AP)
Bounding Box
Feature Pyramid Network (FPN)
Intersection over Union (IoU)
Mean Average Precision (mAP)
Non-Maximum Suppression (NMS)
Region Proposal
Deformable DETR
DETR (Detection Transformer)
RetinaNet
SSD (Single Shot Detector)
YOLO (You Only Look Once)
YOLOv3
YOLOv5
YOLOv7
YOLOv8
Instance Segmentation
Panoptic Segmentation
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A
Panoptic Segmentation Pap…
Pixel-wise Classification
Semantic Segmentation
Atrous Spatial Pyramid Pooling (ASPP)
DeepLab
Fully Convolutional Network (FCN)
Mask R-CNN
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A
Mask R-CNN Pap…
Pyramid Pooling Module
Segment Anything Model (SAM)
SegNet
Dice Loss
IoU Loss
Mean Intersection over Union (mIoU)
Pixel Accuracy
Backbone
Backbone Fine-tuning
Detection Head
Discriminative Learning Rates
Domain Adaptation
Frozen Feature Extraction
ImageNet Pretraining
Knowledge Distillation
Layer Freezing
Pretrained Model
Progressive Unfreezing
Class Token Pooling
CLS Token
Image Patches
Patch Embedding
Vision Transformer (ViT)
BEiT
DeiT (Data-efficient Image Transformer)
Hybrid CNN-Transformer
Shifted Windows
Swin Transformer
ALIGN
BYOL
CLIP
DINO (Self-Supervised)
DINOv2
Masked Autoencoder (MAE)
MoCo
OpenCLIP
Action Recognition
Frame Sampling
I3D (Inflated 3D ConvNet)
Multi-Object Tracking (MOT)
SlowFast Networks
Temporal Convolution
Temporal Pooling
Two-Stream Network
Video Classification
Video Object Segmentation
3D Mesh
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E
Polygon Mesh (3D Mesh) — Wikipedia Ref…
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O
Open3D mesh tutorial Docs
3D Reconstruction
Depth Estimation
Disparity Map
Neural Radiance Fields (NeRF)
Point Cloud
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E
Point Cloud — Wikipedia Ref…
PointNet
Stereo Vision
Structure-from-Motion (SfM)
Visual Odometry
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E
Visual Odometry — Wikipedia Ref…
Voxel Grid
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