Computer Vision & Image Processing Tools
Inspect and transform images with browser-based computer vision workflows for edges, histograms, morphology, segmentation, features, geometry, and procedural textures.
Computer Vision & Image Processing Tools
Inspect and transform images with browser-based computer vision workflows for edges, histograms, morphology, segmentation, features, geometry, and procedural textures.
Tensor Preprocess Visualizer
Inspect how a computer-vision model input tensor is built from an image: resize, letterbox, channel order, normalization, dtype and 4D shape.
Superpixel Segmentation
Generate compact superpixels with SLIC, SLICO, or MSLIC for region grouping, segmentation, and CV preprocessing.
Thinning / Skeletonization
Skeletonize binary shapes into 1-pixel-wide centerlines with Zhang-Suen or Guo-Hall thinning for OCR and shape analysis.
Anisotropic Diffusion
Reduce image noise with Perona-Malik anisotropic diffusion while preserving edges and important structural boundaries.
Image Alignment
Align two images online for registration, before-and-after comparison, document correction, panorama prep, and template-based visual matching.
Homography / RANSAC Visualizer
Visualize homography estimation, robust feature matches, and RANSAC inlier filtering for image registration, planar matching, and debugging workflows.
Watershed Segmentation
Separate touching objects and split crowded regions with marker-based watershed segmentation for microscopy, product counting, and region analysis.
KMeans Segmentation
Segment and quantize images with K-Means clustering to reduce colors and group regions by dominant palettes.
Color Transfer
Transfer the color mood of one image to another for style matching, creative grading, product consistency, and dataset normalization workflows.
Seamless Clone / Poisson Blend
Blend one image region into another with seamless Poisson-style compositing for object insertion, cleanup, mockups, and natural-looking edits.
Feature Detection
Find corners and keypoints in images for matching, tracking, registration, stitching, and computer vision prototyping with feature detection tools.
Hough Transform
Detect lines and circles with Hough Transform for lane detection, document boundary extraction, industrial inspection, and geometric shape analysis.
Retinex / Illumination Correction
Correct uneven lighting and recover shadow detail with Retinex-based illumination correction for OCR prep, inspection, and image readability workflows.
Template Matching
Locate logos, UI elements, repeated patterns, and small objects inside a larger image with browser-based template matching and correlation analysis.
Connected Components
Label connected regions in binary images to count blobs, inspect regions, review bounding boxes, and analyze separated foreground areas.
Polar Transforms
Convert images to polar or log-polar coordinates to unwrap circular structures and rotation-sensitive patterns.
Contour Detection
Detect image contours and outline closed shapes, regions, and object boundaries for segmentation and computer vision debugging.
Edge Detection
Run Canny, Sobel, Laplacian, Scharr, and Prewitt edge detection online to visualize boundaries, gradients, and structural detail.
Gabor Filter
Use Gabor filters for texture analysis, orientation response, and feature extraction with live kernel and output previews.
Morphological Operations
Apply erosion, dilation, opening, closing, and morphology-based cleanup to refine masks, blobs, and binary shapes.
Image Pyramids
Visualize Gaussian and Laplacian image pyramids for multi-scale analysis, blending, and coarse-to-fine CV workflows.
Threshold Segmentation
Segment foreground from background with global and adaptive thresholding for document cleanup, mask generation, region separation, and binarization workflows.
Histogram Equalization
Improve local and global contrast with histogram equalization or CLAHE for low-contrast photos, scans, and CV inputs.
Histogram Analysis
Analyze RGB, grayscale, and cumulative histograms online to inspect exposure, tonal range, and color distribution.
Blur & Sharpen
Compare Gaussian blur, median filtering, bilateral smoothing, and unsharp masking for denoising and edge-aware sharpening.
CLAHE Enhance
Boost local contrast with CLAHE (Contrast Limited Adaptive Histogram Equalization). Recover detail in dark or hazy photos.
Unsharp Mask
Sharpen images using the classic unsharp masking technique. Gaussian blur subtraction with adjustable radius, amount and edge threshold.
Vignette Effect
Add cinematic vignettes. Darken, lighten or color-tint image edges with smooth radial falloff for moody portraits and posters.
Pencil Sketch
Convert a photo to a pencil-sketch effect with an invert, blur, and color-dodge workflow. Choose grayscale or color-tinted output.
Gradient Operators
Compare Sobel, Scharr, Prewitt, and Laplacian gradient operators with direction and output-strength controls.
Chromatic Aberration
Add cinematic RGB-split / lens chromatic aberration: radial, linear, or zoom mode with adjustable shift and direction.
Frequency Domain
Inspect DFT magnitude, phase, and centered frequency spectrum for filtering, deblurring, and signal analysis.
Optical Flow
Analyze frame-to-frame motion with dense optical flow, residual camera compensation, confidence maps, motion trails, masks, direction fields, and vector diagnostics.
Perspective Transform
Correct perspective distortion with four-point homography to straighten documents, screens, signs, and planar surfaces.
Image to Normal Map
Turn a texture or height map into a tangent-space normal map with selectable derivative kernels, adjustable depth, and an OpenGL or Direct3D green channel.
ASCII Art Generator
Render an image as rasterized ASCII-style character art with adjustable width, character density, color mode, contrast, and PNG download.
Glitch Effect Generator
Add glitch, RGB shift, chromatic aberration, scanlines, and datamosh effects. Retro VHS and deep-fried aesthetic.
Dithering Tool
Apply Floyd-Steinberg, Atkinson, Bayer, Sierra, or Jarvis-Judice-Ninke dithering with curated retro-inspired palettes and PNG output.
Halftone Generator
Convert images to raster halftone art with circle, line, square, diamond, cross-hatch, monochrome, and CMYK-style patterns.
Perlin Noise Generator
Perlin, Simplex, Worley, and value noise with fBm octaves: for game textures, procedural terrain, shader backgrounds.
Pixel Sort
Sort pixels by brightness, hue, or saturation. The Kim Asendorf viral glitch-art aesthetic.
Low Poly Generator
Convert images to raster low-poly art with Delaunay triangulation, edge-aware sampling, color averaging, and optional triangle strokes.
Voronoi Diagram Generator
Create a raster Voronoi mosaic or stippling effect with adjustable sites, relaxation, edges, colors, and PNG download.
Oil Painting Filter
Kuwahara oil-painting filter: edge-preserving painterly effect, sector-based averaging, radius control.
Seam Carving
Content-aware image resize with seam carving. Remove or expand along low-energy paths, visualize seams.
Photo Noise Remover
Remove grain and ISO noise from photos with non-local means denoising: separate luma/chroma strength, quality presets, fully in-browser.
Photo Stylization (NPR)
Edge-aware painterly stylization, detail enhancement, and smoothing (OpenCV NPR filters). Three artistic looks, fully in-browser.
Lens Distortion Fixer
Fix barrel, pincushion, and fisheye distortion with live manual controls or optional automatic calibration in the Maximum profile.
Photo Scratch Remover
Remove scratches, dust, and creases with automatic repair profiles or a manual classic inpainting brush; processing time varies by input and device.
Distance Transform Visualizer
Visualize the Euclidean (L2) distance transform with Otsu/manual thresholding, colormaps, and overlay mode. Classic CV, in-browser.
AI Image Matching
Match two views of a scene with neural keypoint extraction and matching, score-colored correspondence lines, and a confidence filter.
Structure-Texture Filter
Strip texture while keeping edges and shapes: bilateral texture filtering or L0 gradient smoothing, edge-preserving and halo-free. Classic CV, in-browser.
Line Segment Detector
Detect straight line segments / extract a wireframe with a sub-pixel LSD detector: cleaner than Hough, no threshold tuning. Classic CV, in-browser.
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Computer Vision & Image Processing Tools
Inspect and transform images with browser-based computer vision workflows for edges, histograms, morphology, segmentation, features, geometry, and procedural textures.
- Tensor Preprocess Visualizer. Inspect how a computer-vision model input tensor is built from an image: resize, letterbox, channel order, normalization, dtype and 4D shape.
- Superpixel Segmentation. Generate compact superpixels with SLIC, SLICO, or MSLIC for region grouping, segmentation, and CV preprocessing.
- Thinning / Skeletonization. Skeletonize binary shapes into 1-pixel-wide centerlines with Zhang-Suen or Guo-Hall thinning for OCR and shape analysis.
- Anisotropic Diffusion. Reduce image noise with Perona-Malik anisotropic diffusion while preserving edges and important structural boundaries.
- Image Alignment. Align two images online for registration, before-and-after comparison, document correction, panorama prep, and template-based visual matching.
- Homography / RANSAC Visualizer. Visualize homography estimation, robust feature matches, and RANSAC inlier filtering for image registration, planar matching, and debugging workflows.
- Watershed Segmentation. Separate touching objects and split crowded regions with marker-based watershed segmentation for microscopy, product counting, and region analysis.
- KMeans Segmentation. Segment and quantize images with K-Means clustering to reduce colors and group regions by dominant palettes.
- Color Transfer. Transfer the color mood of one image to another for style matching, creative grading, product consistency, and dataset normalization workflows.
- Seamless Clone / Poisson Blend. Blend one image region into another with seamless Poisson-style compositing for object insertion, cleanup, mockups, and natural-looking edits.
- Feature Detection. Find corners and keypoints in images for matching, tracking, registration, stitching, and computer vision prototyping with feature detection tools.
- Hough Transform. Detect lines and circles with Hough Transform for lane detection, document boundary extraction, industrial inspection, and geometric shape analysis.
- Retinex / Illumination Correction. Correct uneven lighting and recover shadow detail with Retinex-based illumination correction for OCR prep, inspection, and image readability workflows.
- Template Matching. Locate logos, UI elements, repeated patterns, and small objects inside a larger image with browser-based template matching and correlation analysis.
- Connected Components. Label connected regions in binary images to count blobs, inspect regions, review bounding boxes, and analyze separated foreground areas.
- Polar Transforms. Convert images to polar or log-polar coordinates to unwrap circular structures and rotation-sensitive patterns.
- Contour Detection. Detect image contours and outline closed shapes, regions, and object boundaries for segmentation and computer vision debugging.
- Edge Detection. Run Canny, Sobel, Laplacian, Scharr, and Prewitt edge detection online to visualize boundaries, gradients, and structural detail.
- Gabor Filter. Use Gabor filters for texture analysis, orientation response, and feature extraction with live kernel and output previews.
- Morphological Operations. Apply erosion, dilation, opening, closing, and morphology-based cleanup to refine masks, blobs, and binary shapes.
- Image Pyramids. Visualize Gaussian and Laplacian image pyramids for multi-scale analysis, blending, and coarse-to-fine CV workflows.
- Threshold Segmentation. Segment foreground from background with global and adaptive thresholding for document cleanup, mask generation, region separation, and binarization workflows.
- Histogram Equalization. Improve local and global contrast with histogram equalization or CLAHE for low-contrast photos, scans, and CV inputs.
- Histogram Analysis. Analyze RGB, grayscale, and cumulative histograms online to inspect exposure, tonal range, and color distribution.
- Blur & Sharpen. Compare Gaussian blur, median filtering, bilateral smoothing, and unsharp masking for denoising and edge-aware sharpening.
- CLAHE Enhance. Boost local contrast with CLAHE (Contrast Limited Adaptive Histogram Equalization). Recover detail in dark or hazy photos.
- Unsharp Mask. Sharpen images using the classic unsharp masking technique. Gaussian blur subtraction with adjustable radius, amount and edge threshold.
- Vignette Effect. Add cinematic vignettes. Darken, lighten or color-tint image edges with smooth radial falloff for moody portraits and posters.
- Pencil Sketch. Convert a photo to a pencil-sketch effect with an invert, blur, and color-dodge workflow. Choose grayscale or color-tinted output.
- Gradient Operators. Compare Sobel, Scharr, Prewitt, and Laplacian gradient operators with direction and output-strength controls.
- Chromatic Aberration. Add cinematic RGB-split / lens chromatic aberration: radial, linear, or zoom mode with adjustable shift and direction.
- Frequency Domain. Inspect DFT magnitude, phase, and centered frequency spectrum for filtering, deblurring, and signal analysis.
- Optical Flow. Analyze frame-to-frame motion with dense optical flow, residual camera compensation, confidence maps, motion trails, masks, direction fields, and vector diagnostics.
- Perspective Transform. Correct perspective distortion with four-point homography to straighten documents, screens, signs, and planar surfaces.
- Image to Normal Map. Turn a texture or height map into a tangent-space normal map with selectable derivative kernels, adjustable depth, and an OpenGL or Direct3D green channel.
- ASCII Art Generator. Render an image as rasterized ASCII-style character art with adjustable width, character density, color mode, contrast, and PNG download.
- Glitch Effect Generator. Add glitch, RGB shift, chromatic aberration, scanlines, and datamosh effects. Retro VHS and deep-fried aesthetic.
- Dithering Tool. Apply Floyd-Steinberg, Atkinson, Bayer, Sierra, or Jarvis-Judice-Ninke dithering with curated retro-inspired palettes and PNG output.
- Halftone Generator. Convert images to raster halftone art with circle, line, square, diamond, cross-hatch, monochrome, and CMYK-style patterns.
- Perlin Noise Generator. Perlin, Simplex, Worley, and value noise with fBm octaves: for game textures, procedural terrain, shader backgrounds.
- Pixel Sort. Sort pixels by brightness, hue, or saturation. The Kim Asendorf viral glitch-art aesthetic.
- Low Poly Generator. Convert images to raster low-poly art with Delaunay triangulation, edge-aware sampling, color averaging, and optional triangle strokes.
- Voronoi Diagram Generator. Create a raster Voronoi mosaic or stippling effect with adjustable sites, relaxation, edges, colors, and PNG download.
- Oil Painting Filter. Kuwahara oil-painting filter: edge-preserving painterly effect, sector-based averaging, radius control.
- Seam Carving. Content-aware image resize with seam carving. Remove or expand along low-energy paths, visualize seams.
- Photo Noise Remover. Remove grain and ISO noise from photos with non-local means denoising: separate luma/chroma strength, quality presets, fully in-browser.
- Photo Stylization (NPR). Edge-aware painterly stylization, detail enhancement, and smoothing (OpenCV NPR filters). Three artistic looks, fully in-browser.
- Lens Distortion Fixer. Fix barrel, pincushion, and fisheye distortion with live manual controls or optional automatic calibration in the Maximum profile.
- Photo Scratch Remover. Remove scratches, dust, and creases with automatic repair profiles or a manual classic inpainting brush; processing time varies by input and device.
- Distance Transform Visualizer. Visualize the Euclidean (L2) distance transform with Otsu/manual thresholding, colormaps, and overlay mode. Classic CV, in-browser.
- AI Image Matching. Match two views of a scene with neural keypoint extraction and matching, score-colored correspondence lines, and a confidence filter.
- Structure-Texture Filter. Strip texture while keeping edges and shapes: bilateral texture filtering or L0 gradient smoothing, edge-preserving and halo-free. Classic CV, in-browser.
- Line Segment Detector. Detect straight line segments / extract a wireframe with a sub-pixel LSD detector: cleaner than Hough, no threshold tuning. Classic CV, in-browser.
Common Workflows
Inspect edges, histograms, regions, shapes, features, alignment, geometry, frequency content, and procedural textures with browser-based computer vision and image processing workflows.
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