X-AnyLabeling v2.4.0

Released versions

Version	MD5
X-AnyLabeling-CPU.exe	8442c84cafdf6deddfe9e5fceb9af17e
X-Anylabeling-Linux-CPU	b13829a34a1ff0f0b193c51fc4d951ea

Note

To utilize GPU acceleration or the macOS version, refer to the guide at this.

Supported models

Task	Model
Image Classification	ResNet50, InternImage, YOLOv5-cls, YOLOv8-cls, PULC Person/Vehicle Attribute
Object Detection	YOLOv5, YOLOv6, YOLOv7, YOLOv8, YOLOv9, YOLOv10, YOLOX, YOLO-NAS, DAMO_YOLO, GOLD_YOLO, RT-DETR, RTMDet
Instance Segmentation	YOLOv5-seg, YOLOv8-seg
Keypoint Detection	RTMPose, DWPose, YOLOv6-face, YOLOv8-pose
Oriented Object Detection	YOLOv5_obb, YOLOv8_obb
Multi-Object Tracking	Bot-Sort, ByteTrack
Segment Anything	SAM2, SAM, SAM-HQ, EdgeSAM, MobileSAM, EfficientViT-SAM, Med-SAM2D
Optical Character Recognition	PPOCRv4
Land Detection	CLRNet
Image Captioning	RAM++, RAM
Visual Language Model	Grounding-DINO, Chinese-CLIP, YOLO-World
Depth Estimation	Depth Anything v2, Depth Anything

Important updates

• Bumped to v2.4.0 with a refreshed X-Anything app icon by @CVHub520 in fd1d8e9
• Implement structured ISSUE_TEMPLATE for better issue management by @CVHub520 in 6c1a7b3
• Create SECURITY.md file by @CVHub520 in 838bc29
• Optimize code related to "actions" by @PairZhu in a377764

New features

• Implemented masked image saving functionality by @CVHub520 in f076e28
• Add support to tracking by hbb/obb/seg/pose task by @CVHub520 in 479bfce
• Support GroundingSAM2 model by @CVHub520 in b242f15
• Support lightweight model for Japanese recognition by @CVHub520 in 1a6abf5
• Support Segment-Anything-2 model by @CVHub520 in 4e68572
• Enable move_mode parameter in label_dialog for enhanced interaction control by @CVHub520 in 4a943ad
• Add use_system_clipboard action by @PairZhu in d7c9430
• Enable import/export of ODVG annotations to and from the Grounding DINO dataset by @CVHub520 in 918a8b5
• Add support to RT-DETRv2 model by @CVHub520 in 0fe5cff
• Add support RAM++ and YOLOW-RAM++ model by @CVHub520 in c1aa103
• Implement feature to draw KIE linking lines with arrowheads by @CVHub520 in b8f98f1
• Add support for displaying and exporting shape-level information by @CVHub520 in b9f201c
• Enable Depth-Anything model prediction with color and grayscale rendering modes by @CVHub520 in 837a642
• Add import and export functionality for PPOCR-KIE annotations by @CVHub520 in bbab395
• Add support to annotate KIE linking field by @CVHub520 in 4441704
• Add support for annotating out-of-pixmap rotation shapes by @CVHub520 in fe3cb53
• Add support for the depth-anything-v2 model by @CVHub520 in 6dd8ab1
• Add import and export functionality for PPOCR label by @CVHub520 in ae79d56
• Add toggle for continuous drawing mode without automatic switch to edit mode by @CVHub520 in 7ba6458
• Support union of multiple selected rectangle shapes by @CVHub520 in 8244cce
• Add system_clipboard copy mode by @PairZhu in 24d14f2
• Add ability to delete label items based on checkbox selection by @CVHub520 in 6020b85
• Enable opening previous/next labeled image by @CVHub520 in 8f5d0e6
• Implement crosshair and marking box style customization by @CVHub520 in 233dd4f
• Add widget for converting polygon to hbb support by @CVHub520 in 00d3fff
• Add yolo-pose import and export functionality by @CVHub520 in 99fb6c8
• Enable export voc-format annotations for polygon shape by @CVHub520 in 15ee242
• Add preserve existing annotations checkbox to auto-labeling settings and allow real-time confidence parameter adjustments on the interface by @CVHub520 in ec1ae44
• Add visibility feature for keypoint detection task by @CVHub520 in 5d8a7c1
• Support yolov8-world and yolov8-oiv7 model by @CVHub520 in 98a95db
• Add feature to display confidence score by @CVHub520 in e6de5e6

Docs

• Add faq.md file by @CVHub520 in ea098d0
• Add OCR example by @CVHub520 in 37b3150
• Add MOT example by @CVHub520 in 66d1a55
• Add Pose Estimation example by @CVHub520 in 9874bee
• Add Segmentation example by @CVHub520 in b49bd61
• Add HBB Object Detection example by @CVHub520 in e52c501
• Add OBB Object Detection example by @CVHub520 in 34d6411
• Add Depth Estimation example by @CVHub520 in f650b9a
• Add Description examples by @CVHub520 in 106c1bf
• Add Shape-level Classification examples by @CVHub520 in cf7ff2c
• Add Image-level Classification examples by @CVHub520 in c8109c1

Bug fixed

• Fixed image distortion issue during brightness and contrast adjustment by @CVHub520 in 252ded0
• Fixed type error in fillRect by converting float values to int for compatibility with higher Python version by @CVHub520 in 71cfc30
• Resolved too many values to unpack error during YOLO class post-process by @CVHub520 in a69077d
• Fixed invalid literal for int() with base issue by @CVHub520 in 9380142
• Avoided directory not empty error when loading model @CVHub520 in 599327b
• Prevented crash when switching from image directory to imported image by @CVHub520 in 2402268
• Fixed the issue where BMP image files could not be loaded due to the missing '_getexif' attribute by @UnlimitedWand in 6f64077

Full Changelog: v2.3.7...v2.4.0