CHANGELOG.md

X-AnyLabeling Changelog

v3.3.5 (Jan 11, 2026)

🚀 New Features

• Introduce powerful file search feature with text, regex, and attribute filtering support (#1264)
• Enhance shape info display with difficult shape highlighting and double-click navigation in overview dialog (#1264)
• Apply dashed line style for difficult shapes in shape and canvas rendering (#1264)
• Integrate mask opacity configuration into canvas rendering
• Add semi-transparent mask rendering for shapes with toggle support (Ctrl+M)

🐛 Bug Fixes

• Suppress stderr output and filter command-line arguments
• Refresh canvas immediately after label modification

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v3.3.4 (Jan 01, 2026)

🚀 New Features

• Add support for SAM3-based "Track Concepts" with both Visual and Text Prompts (#1258)
• Add file_list_checkbox_editable option to control checkbox editability in file list (#678)
• Add project_readonly configuration to control project editability (#1242)
• Enhance remote server dialog for URL and API key configuration (#1241)
• Add support for modifying the remote_server URL (#1241)
• Add support for verifying PTH and PT model validation (#1241)
• Add double-click functionality to copy label text to clipboard (#1236)

🐛 Bug Fixes

• Fix Windows image file counting bug by using pathlib (#1258)
• Normalize task type selection and add warnings for unknown task types (#1253)
• Ensure image is set in navigator dialog when visible (#1220)
• Resolve resource loading failure in venv editable install mode (#1250)
• Handle None value for replace parameter in AutoLabelingResult

🛠️ Improvements

• Update user guide with note on YOLO label file directory placement (#1259)
• Update user guide to include new SAM3 video tracking features (#1258)

🌟 Contributors

A total of 2 developers contributed to this release.

Thank @Atletico1999, @CVHub520

v3.3.3 (Dec 07, 2025)

🚀 New Features

• Add cropping mode for improved small object detection in SAM (#1193)

🐛 Bug Fixes

• Clarify frame extraction interval label to avoid ambiguity

🛠️ Improvements

• Remove deprecated method from remote server

🌟 Contributors

A total of 2 developers contributed to this release.

Thank @fystero, @CVHub520

v3.3.2 (Dec 01, 2025)

🚀 New Features

• Add support for SAM3 model with text and visual promptable segmentation (#1207)
• Add concurrent batch processing support for chatbot (#1222)
• Enable EXIF scanning option in configuration and update label widget to utilize it (#1220)
• Add depth calibration feature for Depth Anything model (#1201)

🐛 Bug Fixes

• Improve wheel event handling in chat messages (#1222)
• Handle missing annotations for frames and log warnings in label converter (#1219)
• Improve progress dialog updates and error handling during frame extraction (#1219)
• Prevent unnecessary updates to navigator shapes when dialog is not visible (#1220)
• Resolve list index out of range and timeout issues in chatbot
• Correct indentation for data file loading logic in ultralytics dialog (#1216)

🛠️ Improvements

• Enhance FrameExtractionDialog layout and input styling for improved user experience (#1219)
• Increase API timeout to 300s for chatbot (#1222)

🌟 Contributors

A total of 2 developers contributed to this release.

Thank @wangxiaobo775, @CVHub520

v3.3.1 (Nov 10, 2025)

🚀 New Features

• Support dynamic label deletion from unique label list via Label Manager (#1191)
• Add remote server model support for text-prompted batch processing

🌟 Contributors

A total of 1 developers contributed to this release.

Thank @CVHub520

v3.3.0 (Nov 07, 2025)

🚀 New Features

• Add real-time instance segmentation model based on RF-DETR-Seg (#1184)
• Add support for remote inference via X-AnyLabeling-Server (#1175)
• Add shape visibility control in Label Manager for showing/hiding labels on canvas (#1172)
• Add CLI support for conversion tasks (#980)
• Add batch operations for video frame sequences (thanks @ltnetcase) (#1128)
• Add multi-label classification mode support
• Add device support for RTMDet and RTMO models
• Support customizable rotation increments (#1174)
• Support customizable attribute label colors in config file (#1178)
• Auto refresh model list and remove uninstalled models in chatbot
• Reset flags from current data on dialog initialization

🐛 Bug Fixes

• Preserve existing color and opacity for labels in LabelModifyDialog (#1185)
• Resolve group ID persistence across undo/edit operations (#1149)
• Ensure shapes are stored after label updates in the labeling widget (#1149)
• Handle non-ASCII paths in VOC annotation export on Windows (#1181)
• Enhance ONNX model validation with error handling and timeout management (#1180)
• Implement subprocess integrity check for ONNX models
• Apply sigmoid to logits for proper threshold comparison in GroundingSAM2 (thanks @tiucamaria) (#1179)
• Restore PyQt5 support for macOS
• Improve bounding box precision by removing int() truncation (thanks @xusuyong) (#1159)
• Fix empty keypoints check in RTMDet pose models

🛠️ Improvements

• Add detailed explanation on copy-paste functionality for annotation objects (#1183)
• Add troubleshooting information for ImportError related to expat module (#1158)
• Fix typos in README files
• Fix image panel resizing and simplify background styling in classifier dialog
• Add requests package to dependencies

🌟 Contributors

A total of 6 developers contributed to this release.

Thank @Liyulingyue, @ltnetcase, @tiucamaria, @xusuyong, @jk4e, @CVHub520

v3.2.6 (Oct 02, 2025)

🚀 New Features

• Add support for using backspace key to delete the last vertex when creating polygon and line shapes (#1151)
• Introduce DEIMv2 real-time object detector
• Add the ability to process all images at once with the Florence-2 model (#1152)
• Add max_det parameter for maximum detections in YOLO model (#1142)

🐛 Bug Fixes

• Enable auto_use_last_gid for digit shortcuts and reset on image switch (#1149)

🛠️ Improvements

• Add troubleshooting steps for exporting empty Mask images (#1153)
• Update rotation increments to radians and format degree display

🌟 Contributors

A total of 4 developers contributed to this release.

Thank @lhj5426, @sckiyo, @Vlad188-1, @CVHub520

v3.2.5 (Sep 29, 2025)

🚀 New Features

• Add Group ID Manager feature with Ctrl+Shift+G shortcut for auto-using last group ID (#1143)

🐛 Bug Fixes

• Fix image folder loading delays by implementing async EXIF detection (#e4bf7f6)

🛠️ Improvements

• Update Group ID Manager section in user guide (#1146)
• Add --qt-platform argument for improved performance on Fedora KDE environments (#1145)

🌟 Contributors

A total of 2 developers contributed to this release.

Thank @vodnikss, @CVHub520

v3.2.4 (Sep 28, 2025)

🚀 New Features

• Introduce a dedicated multi-class image classifier with a streamlined workflow (#480)
• Add support for Ultralytics image classification tasks
• Add support for deleting group IDs from objects (#1141)
• Add checkboxes for description and label visibility control (#1139)
• Add loop select labels functionality for sequential shape selection (#1138)
• Add support for drawing rectangle shapes outside canvas with auto-clipping (#1137)
• Add radio button support for attribute selection (#1135)
• Add an option to skip empty label files when creating YOLO datasets and update the UI (#1131)
• Add an option to preserve existing annotations when uploading YOLO labels (#1125)
• Add custom provider support for the chatbot and enhance the model dropdown feature
• Add cross-widget reference support in VQA dialog using @widget_title syntax
• Add support for paths wrapped in quotes for models and data
• Add select/deselect all shapes feature (#1092)
• Implement keyboard shortcuts for image navigation (A/D)

🐛 Bug Fixes

• Resolve inconsistent attribute behavior after shape creation and switching (#1134)
• Ensure linestrip's vertex is drawn regardless of selection state (#1134)
• Resolve issue where CUDA device count returns 0 after model export in Ultralytics training (#1126)
• Fix Windows path separator error in train_script.py
• Fix inconsistent shape order when using existing shapes for recognition in PP-OCR
• Fix issue where group ID info was only updated after successful modification

🛠️ Improvements

• Auto-update the attributes panel after shape creation (#1134)
• Improve shape selection logic for point and line types to enhance user interaction (#1134)
• Enhance shape selection for partial re-recognition in PP-OCR (#1113)
• Enhance AI prompts in VQA with cross-component and annotation data references
• Preserve original shape properties when skipping detection in OCR (#1116)

🌟 Contributors

A total of 3 developers contributed to this release.

Thank @sckiyo, @Vlad188-1, @CVHub520

v3.2.3 (Sep 14, 2025)

🚀 New Features

• Implement EXIF orientation processing for images during import, with user feedback and backup features
• Add mask fineness control slider for SAM series models to adjust segmentation precision (#1114)
• Add Re-recognition feature for PP-OCR models (#1113)
• Add support for PP-OCRv5 model (#1113)
• Add copy coordinates to clipboard feature
• Add circle to polygon transform feature (#1112)
• Add Navigator feature for high-resolution image navigation and zoom control (#1102)
• Add refresh button to sync data with main window and display success popup for VQA Dialog
• Enable shapes field export for VQA Dialog

🐛 Bug Fixes

• Fix 'gbk' codec decode error on windows during Ultralytics traning (#1115)
• Prevent deleting label file when "Keep Previous Annotation" is enabled by showing a warning to disable it first
• Fix Chinese character path support in crop image saving
• Enable ONNX Runtime library linking in x-anylabeling-*-gpu.spec
• Fix first image showing old dataset data after refresh in VQA dialog

🛠️ Improvements

• Enhance window title to display current image progress (#936)
• Adjust label bounding box calculations for improved text positioning
• Improve circle label positioning to center display
• Streamline color retrieval by using parent method for RGB values in LabelModifyDialog
• Update field count in VQA ExportLabelsDialog for accurate table height calculation and make table items non-editable
• Enhance button styles and dialog layout for improved user experience
• Enhance Ultralytics train/val dataset split with true randomization (#1095)
• Optimize the experience of adjusting the shape (#1094)

🌟 Contributors

A total of 6 developers contributed to this release.

Thank @Einstellung, @lhj5426, @sckiyo, @xiaomaxiao, @zhixuwei, @CVHub520

v3.2.2 (Aug 31, 2025)

🚀 New Features

• Support batch editing for multiple shapes (#1084)
• Introduce AI Assistant for VQA
• Add prompt template management to VQA
• Enhance VQA dialog with a new UI including sidebar toggles, streamlined navigation controls, improved page navigation, loading indicators, and updated button styles

🐛 Bug Fixes

• Fix issue with dragging and moving the image (#1088)

🛠️ Improvements

• Optimize SAM inference memory management (#1086)

🌟 Contributors

A total of 4 developers contributed to this release.

Thank @jsolobang, @zhaoruibing, @zhixuwei, @CVHub520

v3.2.1 (Aug 23, 2025)

🚀 New Features

• Add support for showing/hiding shape attributes on the canvas (#1076)
• Add functionality to save training logs with timestamp upon dialog closure (#1077)

🐛 Bug Fixes

• Skip validation for auto-labeling special constants
• Prevent closing UltralyticsDialog during active training session (#1077)
• Improve WSL2 detection for image file handling in UltralyticsDialog (#1077)
• Add UTF-8 encoding to file opening in validate_data_file function (#1077)
• Resolve Windows multiprocessing and matplotlib segfault issues

🌟 Contributors

A total of 2 developer contributed to this release.

Thank @FreemanTang, @CVHub520

v3.2.0 (Aug 19, 2025)

🚀 New Features

• Introduce Auto Training Platform for Ultralytics tasks (Detect/Segment/OBB/Pose)

🌟 Contributors

A total of 1 developers contributed to this release.

Thank @CVHub520

v3.1.2 (Aug 16, 2025)

🚀 New Features

• Introduce Auto Mask Decode (AMD) mode for continuous point tracking (#1060)
• Add new RF-DETR models (medium, small, nano) and fix input width typo in configuration files (#1069)
• Enhance range selection for group ID modification with new input fields and validation (#1035)
• Add support for MM-Grounding-DINO annotations upload

🐛 Bug Fixes

• Update error message for label validation to specify 'exact' in config file (#1064)
• Fix issues when drawing rectangular boxes (#1063 by zhixuwei)
• Add try-except for mask_to_polygons for supervision version compatibility (#1055 by adarshs)
• Improve segmentation handling by filtering invalid entries and avoiding duplicate points in polygon mode (#1032)
• Resolve KeyError when importing files via drag and drop (#1030)
• Enhance image saving logic to handle non-ASCII paths and improve multiprocessing handling in frozen environments (#1021)
• Improve crop region validation and handle empty cropped images with warnings (#1021)
• Emit model_loaded signal even if loading custom model configuration fails
• Update frame ID extraction logic to handle underscores and non-digit cases (#1020)

🛠️ Improvements

• Correct variable name from 'has_vasiable' to 'has_visible' for accurate keypoint processing
• Simplify toggle button text for clarity in label and shape information display
• When looping through shapes, display their fill colors (#1025 by zhixuwei)

🌟 Contributors

A total of 3 developers contributed to this release.

Thank @zhixuwei, @adarshs, @CVHub520

v3.1.1 (Jul 05, 2025)

🚀 New Features

• Add customizable field export options for VQA dialog
• Add ability to adjust the visible area of the image by dragging the mouse (#1019)

🐛 Bug Fixes

• Fix VQA keyboard shortcut (Ctrl+Q → Ctrl+1)

🌟 Contributors

A total of 2 developer contributed to this release.

Thank @zhixuwei, @CVHub520

v3.1.0 (Jul 02, 2025)

🚀 New Features

• Support RMBG v2.0 model for image matting
• Add output_path parameter to COCO label converter methods for custom output paths
• Add real-time result preview for matting and depth estimation tasks
• Add GUI support for uploading custom label classes (#988)
• Add rectangle scaling and edge adjustment with mouse wheel support (#989)
• Add automatic update check on startup
• Add Visual Question Answering tool

🐛 Bug Fixes

• Improve error handling and logging for annotation export and upload processes (#974)
• Fix annotation_id increment in COCO data processing (#976)
• Fix failure to click again after custom model loading
• Fix scrollbar slider display issue
• Fix issue where copied shapes fail to be saved
• Fix auto-save bug after undo operations when switching images (#1013)

🛠️ Improvements

• Add solution to CUDA dependency error: Could not locate cublasLt64_12.dll. Please make sure it is in your library path! (#1014)
• Add solution to efficiency improvement plan for multi-object keypoint annotation and grouping (#982)
• Add CLA, contributing templates, and README contributor section
• Improve QWebEngineView import error handling in chatbot
• Improve thumbnail rendering by mapping file extensions to model types in auto-labeling service
• Improve shape adjustment convenience
• Improve click-to-move editing with state cleanup and cursor feedback

🌟 Contributors

A total of 7 developer contributed to this release.

Thank @1955946542, @donkinone, @ljh725, @pipihuang2, @sunmooncode, @zhixuwei, @CVHub520

v3.0.3 (May 28, 2025)

🚀 New Features

• Added Digit Shortcut Manager for quick shape creation using numeric keys (#945)
• Added support for preserving existing annotations in SegmentAnything2Video model

🛠️ Improvements

• Updated FAQ entries for ONNX model IR version issues with resolution steps
• Added FAQ entry on accessing external models like 'Google Gemini' through proxy settings
• Converted BrightnessContrastDialog to singleton to reduce instantiation overhead (#954)

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v3.0.2 (May 24, 2025)

🚀 New Features

• Support YOLOE model for text/visual prompting and prompt-free grounding

🐛 Bug Fixes

• Fixed crash issue during keypoint annotation (#952)

🌟 Contributors

A total of 1 developers contributed to this release.

Thank @CVHub520

v3.0.1 (May 20, 2025)

🚀 New Features

• Add support for Ultralytics RT-DETR object detection models (#944)
• Enhance label history management by adding removal and addition methods for label history

🐛 Bug Fixes

• Add 'pillow' to requirements for macOS, Windows, and Linux (#942)
• Initialize image_data before base64 encoding in save_auto_labeling_result (#946)

🛠️ Improvements

• Optimize image folder import performance by disabling automatic EXIF processing (#945)
• Update requirements-macos.txt (#939)
• Add FAQ entry for OpenSSL Uplink error during startup (#941)

🌟 Contributors

A total of 3 developers contributed to this release.

Thank @DenDen047, @4399123, @CVHub520

v3.0.0 (May 15, 2025)

🚀 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

v2.5.4 (Feb 18, 2025)

🚀 New Features

• Support YOLOv8-SAM2.1 instance segmentation model

🐛 Bug Fixes

• Improve canvas painting state management during image processing
• Reset pose_data for each new image in pose mode (#791)

🛠️ Improvements

• Add guide for selecting all annotation shapes (#759)
• Remove YOLOv8-EfficientViT-SAM model support

🌟 Contributors

A total of 2 developers contributed to this release.

Thank @aiyou9, @CVHub520

v2.5.3 (Jan 12, 2025)

🐛 Bug Fixes

• Fix loading mistake in batch processing (#777)
• Reset pose_data for each new image in pose mode (#791)

🛠️ Improvements

• Optimize performance for large files (#743)

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v2.5.2 (Jan 02, 2025)

🚀 New Features

• Enhance export functionality with classes.txt and zip output (#775)

🐛 Bug Fixes

• Fix image dimension validation errors (#762)

🛠️ Improvements

• Update downloads badges in README

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v2.5.1 (Jan 01, 2024)

🚀 New Features

• Optimize inference efficiency during batch task execution
• Support Hyper-YOLO
• Add CPU support and optimize model loading for Florence-2

🐛 Bug Fixes

• Fix GBK codec decoding error in RAM model loading process
• Fix dtype casting in RAM model preprocessing
• Fix text_encoder_type path in open_vision.yaml

🛠️ Improvements

• Improve visibility in dark mode for MacOS
• Update OpenVision README with new installation instructions

🌟 Contributors

A total of 2 developers contributed to this release.

Thank @chevydream, @CVHub520

v2.5.0 (Oct 15, 2024)

🚀 New Features

• Support interactive visual-text prompting for generic vision tasks
• Optimize rectangle mode in auto-labeling to use minimum bounding box
• Support SAM2.1 model
• Support Florence-2 model (#679)
• Support UPN model for proposal box generation
• Support YOLOv5-SAHI model
• Add range selection for label batch modification (#708)
• Add options dialog with additional export path selection (#702)
• Support importing/exporting COCO keypoint annotations (#190)
• Support DocLayout-YOLO model
• Add option to color bounding boxes by category or instance
• Add action to loop through each label

🐛 Bug Fixes

• Handle invalid file paths in natural sort during import (#734)
• Improve mask overlapping handling in custom_to_mask method during export
• Fix path parsing error of save_crop function
• Disable delete action when no shapes present
• Fix image normalization in Recognize-Anything-Model preprocessing (#657)

🛠️ Improvements

• Add ONNX Runtime compatibility information to installation docs
• Modernize GroupIDModifyDialog with improved styling

🌟 Contributors

A total of 3 developers contributed to this release.

Thank @julianstirling, @CVHub520, @wpNZC

v2.4.4 (Sep 30, 2024)

🚀 New Features

• Support YOLOv11 Det/OBB/Pose/Seg/Track models (integrating Ultralytics v8.3.0)

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v2.4.3 (Sep 08, 2024)

🚀 New Features

• Support RMBG v1.4 model for image matting

🐛 Bug Fixes

• Ensure integer values for shape dimensions in show_shape signal
• Fix model loading error for YOLOv6lite face models (#638)

🛠️ Improvements

• Enhance logging with bold and colored headers
• Modify indexing operations to improve file navigation efficiency
• Improve EXIF orientation handling with backup and logging
• Implement natural sorting for QListWidget labels (#627)
• Support user-defined labels and track IDs (#629)

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v2.4.2 (Sep 06, 2024)

🚀 New Features

• Support interactive video object tracking by SAM2 (#602)
• Implement functionality to visualize drawing results

🐛 Bug Fixes

• Fix typo in upload_coco_annotation function

🛠️ Improvements

• Add vscode configuration files for module debugging and profiling

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v2.4.1 (Aug 29, 2024)

🚀 New Features

• Add dialog for modifying group_id
• Support exporting MOTS annotations

🐛 Bug Fixes

• Fix patch memory leak in image caching during image transitions
• Retain labels during switch model instances

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v2.4.0 (Jul 14, 2024)

🚀 New Features

• Implement masked image saving functionality
• Support tracking by HBB/OBB/SEG/POSE task
• Support GroundingSAM2 model
• Support lightweight model for Japanese recognition
• Support Segment-Anything-2 model
• Enable move_mode parameter in label_dialog
• Add use_system_clipboard action
• Enable import/export of ODVG annotations (Grounding DINO dataset)
• Support RT-DETRv2 model
• Support RAM++ and YOLOW-RAM++ models
• Implement feature to draw KIE linking lines with arrowheads
• Support displaying and exporting shape-level information
• Enable Depth-Anything model prediction (color/grayscale)
• Add import/export functionality for PPOCR-KIE annotations
• Support annotating KIE linking field
• Support annotating out-of-pixmap rotation shapes
• Support depth-anything-v2 model
• Add import/export functionality for PPOCR label
• Add toggle for continuous drawing mode
• Support union of multiple selected rectangle shapes
• Add system clipboard copy mode
• Add ability to delete label items based on checkbox selection
• Enable opening previous/next labeled image
• Implement crosshair and marking box style customization
• Add widget for converting polygon to HBB
• Add YOLO-Pose import/export functionality
• Enable exporting VOC-format annotations for polygon shape
• Add preserve existing annotations checkbox and real-time confidence adjustment
• Add visibility feature for keypoint detection task
• Support YOLOv8-World and YOLOv8-OIV7 models
• Add feature to display confidence score

🐛 Bug Fixes

• Fix image distortion issue during brightness/contrast adjustment
• Fix TypeError in fillRect for higher Python versions
• Fix too many values to unpack error during YOLO class post-process
• Fix invalid literal for int() with base issue
• Avoid directory not empty error when loading model
• Prevent crash when switching from image directory to imported image
• Fix BMP image loading issue (missing _getexif attribute)

🛠️ Improvements

• Refresh X-Anything app icon
• Implement structured ISSUE_TEMPLATE
• Add SECURITY.md file
• Optimize code related to "actions"
• Add extensive documentation examples for various tasks (OCR, MOT, Pose, Segmentation, Detection, Depth, Description, Classification)
• Add faq.md file

🌟 Contributors

A total of 3 developers contributed to this release.

Thank @UnlimitedWand, @PairZhu, @CVHub520

v2.3.7 (May 29, 2024) - Pre-release

🚀 New Features

• Support YOLOv8-World and YOLOv8-OIV7 models

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v2.3.6 (May 25, 2024)

🐛 Bug Fixes

• Fix TypeError in YOLO model (ensure setText accepts only strings)
• Fix ValueError by adding a check for selected shape existence (#388)
• Fix list index out of range when exporting DOTA annotations

🛠️ Improvements

• Optimize brightness and contrast adjustment performance

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v2.3.5 (Apr 01, 2024)

🚀 New Features

• Enhance image cropping: polygon and rotation shape_type support (#331)
• Add widget for converting OBB to HBB

🐛 Bug Fixes

• Fix TypeError in YOLO model (ensure setText accepts only strings)
• Fix IndexError in Canvas widget's shape module (#332)
• Fix invalid path issue when loading JSON file in Windows environment

🛠️ Improvements

• Refine canvas reset behavior to prevent unintended blank canvas
• Improve performance for loading large image files

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v2.3.4 (Mar 16, 2024)

🚀 New Features

• Support YOLO-World model
• Enable label display feature

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v2.3.3 (Feb 27, 2024)

🚀 New Features

• Add expanded sub-image save feature
• Support converting YOLO-HBB/OBB/SEG labels to custom format

🛠️ Improvements

• Add real-time progress bar for mask annotation uploads

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v2.3.2 (Feb 24, 2024)

🚀 New Features

• Support YOLOv9 model
• Support converting horizontal bounding box (HBB) to rotated bounding box (OBB)
• Support label deletion and renaming
• Support quick tag correction

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v2.3.1 (Jan 31, 2024)

🚀 New Features

• Support saving cropped rectangle shapes
• Combine CLIP and SAM models
• Support Depth Anything model for depth estimation

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v2.3.0 (Jan 13, 2024)

🚀 New Features

• Support YOLOv8-OBB model
• Support RTMDet and RTMO models
• Release Chinese license plate detection and recognition model based on YOLOv5

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v2.2.0 (Dec 26, 2023)

🚀 New Features

• Add label background color rendering
• Add one-click clear point prompts in SAM annotation mode
• Extend rectangle box editing to four-point editing mode
• Support automatically switching to editing mode on hover
• Implement one-click export for segmented mask images
• Add one-click import/export for YOLO/VOC/COCO/DOTA/MASK/MOT labels
• Introduce data statistics for the current task
• Add functionality to hide/show selected objects
• Add real-time preview of filename and annotation progress
• Support "Difficult" label
• Add bottom status bar displaying mouse coordinates and selected object dimensions
• Enable direct modification of object text descriptions in the label editing box

🛠️ Improvements

• Remove confirmation dialog for object deletion

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v2.1.0 (Nov 24, 2023)

• Support InternImage classification model

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v2.0.0 (Nov 13, 2023)

🚀 New Features

• Support Grounding-SAM (GroundingDINO + HQ-SAM)
• Enhance support for HQ-SAM model
• Support PersonAttribute and VehicleAttribute models for multi-label classification
• Introduce multi-label attribute annotation functionality

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v1.1.0 (Nov 06, 2023)

🚀 New Features

• Support pose estimation: YOLOv8-Pose (#103)
• Support object-level tagging with yolov5_ram
• Add capability to adjust keep_prev_brightness and keep_prev_contrast (#104)
• Add feature for batch labeling arbitrary unknown categories based on Grounding-DINO

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v1.0.0 (Oct 25, 2023)

🚀 New Features

• Release X-AnyLabeling v1.0.0
• Add rotation box annotation feature
• Support YOLOv5-OBB with DroneVehicle and DOTA models
• Add GroundingDINO model for zero-shot object detection
• Add Recognize Anything model for image tagging

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v0.3.0 (Oct 10, 2023)

🚀 New Features

• Release Gold-YOLO and DAMO-YOLO models
• Release MOT algorithm: OC_Sort (CVPR'23)
• Add feature for small object detection using SAHI

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v0.2.4 (Sep 20, 2023)

🚀 New Features

• Support EfficientViT-SAM model

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v0.2.3 (Sep 18, 2023)

🚀 New Features

• Support YOLOv5-SAM model

🐛 Bug Fixes

• Fix issues #51, #60, #62

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v0.2.2 (Sep 14, 2023)

🚀 New Features

• Support PP-OCRv4 model
• Add Model Lists

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v0.2.1 (Sep 06, 2023)

No specific changes listed for this release tag.

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v0.2.0 (Aug 09, 2023)

🚀 New Features

• Add MobileSAM, MedSAM, SAM-Med2D models
• Add LVM-Med model (Kvasir, ISIC, BUID segmentation)
• Add CLRNet model for lane detection
• Add DWPose model for whole-body pose estimation

🐛 Bug Fixes

• Fix YOLOv8 issue
• Fix GPU inference result exception

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v0.1.2 (Jun 20, 2023)

🚀 New Features

• Add YOLO-NAS model (v3.1.1)
• Add YOLOv8-Seg model

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v0.1.1 (May 25, 2023)

Update executable files.

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520

v0.1.0 (May 23, 2023)

🚀 New Features

• Release initial public version of X-AnyLabeling
• Support YOLOv5 (v7.0)
• Support YOLOv6 (v0.4.0)
• Support YOLOv6Face (v0.4.0)
• Support YOLOv7 (main)
• Support YOLOv8 (main)
• Support YOLOX (main)
• Support YOLO-NAS (v3.1.1)
• Support YOLOv8-Seg (main)
• Support Mobile-SAM

🌟 Contributors

A total of 1 developer contributed to this release.

Thank @CVHub520