Media skills.
6,649 media skills, including grill-with-docs, prototype and hyperframes, are listed on Ahel today. Each one has a page of its own that says what it does and whether Ahel can serve it in Claude, Claude Code, ChatGPT, Codex and Cursor.
Category: Media
6,649 results · page 179 of 222
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cv-hu-windowingSkillMedia
Apply radiological windowing to HU images — clamp to center/width range for tissue-specific visualization (lung, bone, soft tissue)
Ready to connect★ 61
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cv-isotropic-resize-with-paddingSkillMedia
Resize images preserving aspect ratio then zero-pad to a square to avoid distortion artifacts in face crops or object detection inputs
Ready to connect★ 61
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cv-kmeans-dominant-color-extractionSkillMedia
Extract an image's dominant RGB color via k-means over pixel-color space and emit three dense features capturing the modal color of the subject
Ready to connect★ 61
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cv-laplacian-variance-blur-scoreSkillMedia
Score image sharpness with the variance of the Laplacian (Pech-Pacheco) as a single scalar feature for downstream tabular models or as a hard blur filter
Ready to connect★ 61
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cv-local-contrast-enhancementSkillMedia
Subtracts a Gaussian-blurred version of the image from itself to normalize local illumination and enhance fine structural details.
Ready to connect★ 61
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cv-microscope-circular-mask-augSkillMedia
Mask the corners of a dermoscopy image with a random-radius black circle to mimic the dark vignette of a dermatoscope field of view
Ready to connect★ 61
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cv-mixup-label-smoothingSkillMedia
Combines mixup augmentation (linear interpolation of image pairs and their labels) with label smoothing in a single training pipeline for regularization.
Ready to connect★ 61
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cv-multi-efficientnet-shared-inputSkillMedia
Combine EfficientNetB0..B6 into one Keras model with a shared image input and one sigmoid head per backbone, training all N models in a single fit() call on TPU
Ready to connect★ 61
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cv-multilabel-rare-class-image-oversamplingSkillMedia
Oversample multi-label images by giving each image a duplication multiplier equal to the max per-class multiplier among its labels, so every rare class gets repetition without exploding common-class counts — the standard fix for long-tail multi-label distributions where SMOTE / per-row oversampling
Ready to connect★ 61
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cv-multimodal-prediction-unionSkillMedia
Combine match predictions from image embeddings, text similarity, and perceptual hash via set union for maximum recall
Ready to connect★ 61
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cv-patch-grid-count-regressionSkillMedia
Tile a large aerial image into fixed-size patches, accumulate per-class point-annotation counts into a grid tensor aligned with the tiles, and train a small CNN to regress per-class object counts per patch under MSE
Ready to connect★ 61
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cv-patient-level-stratified-kfoldSkillMedia
Stratifies CV folds at the patient level rather than image level, preventing data leakage when multiple images exist per patient.
Ready to connect★ 61
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cv-per-class-score-thresholdSkillMedia
Apply class-specific confidence thresholds by inferring the dominant class per image and indexing into a per-class threshold array
Ready to connect★ 61
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cv-phash-duplicate-groupingSkillMedia
Group near-duplicate images by perceptual hash (pHash) as a zero-cost baseline signal for product or image matching
Ready to connect★ 61
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cv-raft-optical-flow-extractionSkillMedia
Extract dense per-pixel motion fields between consecutive video frames using a pretrained RAFT model, producing an HxWx2 flow tensor that can be channel-stacked with RGB or used as a standalone motion feature for action / impact / event detection
Ready to connect★ 61
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cv-raster-to-svg-polygon-conversionSkillMedia
Converts a raster image to a size-bounded SVG via K-means color quantization, contour extraction, importance-ranked polygon assembly, and progressive simplification.
Ready to connect★ 61
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cv-rgby-4channel-fluorescence-loaderSkillMedia
Load fluorescence microscopy images stored as 4 separate single-channel PNGs (red microtubules, green target protein, blue nucleus, yellow ER) into a single HxWx4 tensor, preserving the biological semantics of each channel rather than collapsing to RGB
Ready to connect★ 61
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cv-semi-supervised-pretrained-backboneSkillMedia
Uses Facebook's semi-weakly supervised ImageNet-pretrained models (trained on 940M unlabeled images) as CNN backbones for stronger transfer learning than standard supervised pretraining.
Ready to connect★ 61
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cv-sentence-transformer-target-encodingSkillMedia
Encode text prompts into fixed-length dense vectors using SentenceTransformer for cosine-similarity evaluation in image-to-text retrieval tasks
Ready to connect★ 61
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cv-separate-pos-neg-dice-trackingSkillMedia
Track dice score separately for positive (mask-present) and negative (empty-mask) images to avoid division distortion
Ready to connect★ 61
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fest-standalone-workflowsSkillMedia
Create and run lightweight standalone `WORKFLOW.md` loops with `fest create workflow`, `fest next`, and `fest workflow advance`. Use when a user wants step-by-step workflow guidance inside any ordinary directory, explore/design work item, project folder, or thin-start workflow.
Ready to connect★ 61
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pipelineSkillMedia
Orchestration pattern for sequential, dependent tasks. When work must flow through stages where each stage depends on the previous (design → implement → test → review), structure as a pipeline with explicit handoffs. Each stage completes before the next begins.
Ready to connect★ 60
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syncfusion-maui-avatar-viewSkillMedia
Implements Syncfusion .NET MAUI Avatar View (SfAvatarView) for displaying user profile pictures, initials, or group avatars. Use when working with avatar views, profile pictures, user images, initials display, profile icons, or contact images. Ideal for implementing user profile displays, contact li
Ready to connect★ 61
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syncfusion-maui-buttonSkillMedia
Implements and customize Syncfusion .NET MAUI Button (SfButton) control. Use when working with MAUI buttons, SfButton implementation, button customization, or visual states. Covers button icons, background images, RTL support, Liquid Glass effects, custom button views, button styling, events, and ch
Ready to connect★ 61
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syncfusion-maui-color-pickerSkillMedia
Implements Syncfusion .NET MAUI Color Picker (SfColorPicker). Use when implementing color picker functionality, color selection UI, palette mode, spectrum mode, or alpha slider configuration in .NET MAUI applications. Covers inline rendering, popup customization, color changed events, localization,
Ready to connect★ 61
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syncfusion-maui-effects-viewSkillMedia
Implements Syncfusion .NET MAUI Effects View (SfEffectsView) for modern touch interactions and visual feedback. Use when implementing ripple effects, touch feedback animations, selection indicators, scaling animations, or highlight overlays for buttons, cards, lists, or images. Covers touch effects,
Ready to connect★ 61
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syncfusion-maui-image-editorSkillMedia
Implements and customize Syncfusion .NET MAUI ImageEditor (SfImageEditor) for editing, annotating, and transforming images. Use when working with MAUI image editing, photo editing, image cropping, or image transformations. Covers shape/text overlays, freehand drawing, image filters, toolbar customiz
Ready to connect★ 61
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syncfusion-maui-parallax-viewSkillMedia
Implements Syncfusion .NET MAUI Parallax View (SfParallaxView) to create parallax scrolling effects where background elements move slower than foreground content. Use when working with parallax effects, parallax scrolling, background scroll effects, or depth scrolling. Covers both simple image paral
Ready to connect★ 61
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syncfusion-maui-rotatorSkillMedia
Implements Syncfusion .NET MAUI Rotator (SfRotator) control for displaying image carousels, slideshows, or rotating content. Use this for image galleries, product showcases, testimonial sliders, banner rotators, or scenarios requiring automatic or manual navigation through visual content.
Ready to connect★ 61
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transparent-visual-assetsSkillMedia
Generate transparent-background raster assets with Codex image generation plus deterministic cleanup. Use when the user wants a PNG sticker, icon, mascot, sprite, UI asset, or web-ready visual element with transparent background, or asks to remove/avoid a generated image background while preserving
Ready to connect★ 61
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