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- Anchor Grouped ValidationSplit validation by unique anchor/query entities so no anchor appears in both train and val, preventing data leakage in pairwise matching tasksVotes: 0GitHub stars: 61
- Adjacent Span MergingMerges nearby predicted NER spans of the same class within a word-distance threshold into single coherent segments.Votes: 0GitHub stars: 61
- Threaded Multi Gpu InferenceRun multiple LLM inference jobs in parallel using Python threads, each pinned to a separate GPU with staggered startsVotes: 0GitHub stars: 61
- Kv Cache Prefix ScoringShares KV cache from a common prefix (context+question) across multiple answer suffixes for efficient multi-choice scoring.Votes: 0GitHub stars: 61
- Completion Only Lm TrainingFine-tune an instruct LLM on a single text field containing prompt+answer using TRL's DataCollatorForCompletionOnlyLM, which masks the loss to only the answer tokens by detecting a response template string at collation timeVotes: 0GitHub stars: 61
- Batched Perplexity ScoringBatch-compute perplexity for multiple texts using a causal LM with proper padding, shifted labels, and pad-token masking for efficient GPU utilizationVotes: 0GitHub stars: 61
- Weighted Bce LossBCE loss with per-class asymmetric positive/negative weights to match competition metrics or handle class imbalance in multilabel classification.Votes: 0GitHub stars: 61
- Weak Supervision Label PropagationPropagates image-level multi-labels to individual instances as weak supervision for instance-level training.Votes: 0GitHub stars: 61
- Two Stage Slice Localization Then Organ CropUse a lightweight slice-classifier to find the Z-range containing an organ in a CT volume, then crop and trilinear-resample that sub-volume into a fixed shape for a heavier 3D classifier — replaces "use the whole volume" with "use only the relevant slab" at a fraction of the FLOPsVotes: 0GitHub stars: 61
- Structured Gt Serialization TokensSerialize structured ground truth (chart data, table rows, form fields) as special-token-delimited sequences for generative vision-language model trainingVotes: 0GitHub stars: 61
- Spatial Rect Train Val SplitSplit large-image segmentation data into train/val by spatial rectangle regions with border buffer exclusion to prevent patch leakageVotes: 0GitHub stars: 61
- Point Centered Fixed Patch CroppingConvert (x, y, class) point annotations into a CNN classification training set by cropping fixed-size square patches centered on each point, using a numpy shape check to silently reject border-clipped cropsVotes: 0GitHub stars: 61
- Per Class Score ThresholdApply class-specific confidence thresholds by inferring the dominant class per image and indexing into a per-class threshold arrayVotes: 0GitHub stars: 61
- Patch Grid Count RegressionTile 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 MSEVotes: 0GitHub stars: 61
- Multi Annotator Bbox ConsensusMerges overlapping same-class bounding boxes from multiple annotators into a consensus box using IoU-based matching and intersection.Votes: 0GitHub stars: 61
- Min Area Mask FilteringRemoves predicted segmentation masks below a per-class minimum pixel area threshold to eliminate small false positive regions at inference time.Votes: 0GitHub stars: 61
- Mask To Polygon Contour HierarchyConvert binary segmentation masks to Shapely MultiPolygons using cv2 contour hierarchy to correctly handle interior holes, with Douglas-Peucker simplificationVotes: 0GitHub stars: 61
- Keypoint Aware Raster AugmentationUse albumentations keypoint_params to jointly augment BEV rasters and trajectory target points so the spatial transform stays consistentVotes: 0GitHub stars: 61
- Exam Level Label Hierarchy AggregationAggregate per-slice predictions into exam-level labels that satisfy a competition's mutual-exclusion hierarchy (positive vs negative vs indeterminate), using a top-down rule cascade — first decide the exam class, then conditionally rescale the dependent labels so the submission stays internally consistentVotes: 0GitHub stars: 61
- Dot Annotation Blob Diff ExtractionRecover (x, y, class) point labels from color-coded dot-annotation image pairs via absdiff + blackout masking + Laplacian-of-Gaussian blob detection + center-pixel RGB classificationVotes: 0GitHub stars: 61
- Detectron2 Custom Data MapperCustom Detectron2 data mapper with photometric augmentations that properly transforms images, bounding boxes, and instance masks in syncVotes: 0GitHub stars: 61
- 3d Patch Sliding Window InferenceTiles 3D volumes into overlapping patches for inference and averages overlapping regions to produce seamless predictions.Votes: 0GitHub stars: 61
- Make ReleasePrepare and publish a new release for the macprefs project. You manage the release process: update the changelog, determine the version bump, run pre-commit checks, bump the version, and push, and align GitHub release notes with the changelog.Votes: 0GitHub stars: 44
- CiCreate high-quality Git commits for all pending changes.Votes: 0GitHub stars: 44