X-AnyLabeling v3.0.0

annotation.mp4

Visual Prompting for Detection

Visual Prompting for Segmentation

Chatbot

🚀 New Features

• Add ffmpeg acceleration and non-ASCII path support (#891)
• Allow downloading models from ModelScope in addition to existing sources
• Enable one-click import and export of labels for VLM-R1-OVD
• Enable the Chatbot to annotate multimodal datasets for Vision-Language Models (VLMs)
• Enable automatic saving of group IDs when grouping or ungrouping shapes using shortcut keys G (group) and U (ungroup). (#855)
• Introduce GroupID filter and improve label filtering functionality (#686)
• Support GeCo zero-shot counting model (#863)
• Support Grounding-DINO-1.6-API open-set object detection model
• Support YOLO12 object detection model
• Support D-FINE object detection model
• Support RF-DETR object detection model

🐛 Bug Fixes

• Fix bug in predict_shapes for Florence-2 model (#913)
• Replace os_sorted with natsorted to avoid potential segfault (#906)
• Merge multi-part segmentations into single instance on export (#910)
• Handle exceptions in model loading by initializing local_model_data to an empty dictionary for improved stability (#901)
• Prevent UI disappearance when ESC key is pressed during AI annotation (#423)
• Fixed the bug about exporting the empty labels (#881)

🛠️ Improvements

• Move image conversion to avoid redundant processing when using cached embeddings (#915)
• Add new FAQs addressing common runtime errors and file loading issues, including solutions and references to related GitHub issues (#869, #906, #907)
• Enhance image processing logic to support dynamic batch handling based on model type, improving efficiency in auto-labeling operations
• Introduce iou_threshold and conf_threshold parameters across various model configurations for enhanced detection accuracy
• Remove imgviz dependency from requirements and update colormap implementation in labeling utilities for improved modularity
• Optimize batch processing with UI/backend separation (#757)
• Enhance shape visibility handling in labeling interface (#669)
• Updated the merge_shapes method to handle both rectangle and polygon shapes, allowing for more versatile shape unions. (#561)

🌟 Contributors

A total of 8 developers contributed to this release.

Thank @Pecako2001, @liutao, @shyhyawJou, @talebolano, @urbaneman, @wangxiang0722, @Little-King2022, @CVHub520

Full Changelog: v2.5.4...v3.0.0