├── .flake8 ├── .github ├── FUNDING.yml ├── ISSUE_TEMPLATE │ ├── 10_bug_report.yml │ ├── 20_feature_request.yml │ ├── 30_model_request.yml │ ├── 40_general_question.yml │ └── config.yml └── PULL_REQUEST_TEMPLATE.md ├── .gitignore ├── .pre-commit-config.yaml ├── .vscode ├── launch.json └── settings.json ├── CHANGELOG.md ├── CITATION.cff ├── CLA.md ├── CONTRIBUTING.md ├── LICENSE ├── MANIFEST.in ├── README.md ├── README_zh-CN.md ├── SECURITY.md ├── anylabeling ├── README.md ├── __init__.py ├── app.py ├── app_info.py ├── config.py ├── configs │ ├── __init__.py │ ├── auto_labeling │ │ ├── __init__.py │ │ ├── ch_chinese_cht_en_japan_ppocr_v5.yaml │ │ ├── ch_ppocr_v4.yaml │ │ ├── clrnet_tusimple_r18.yaml │ │ ├── damo_yolo_l.yaml │ │ ├── damo_yolo_m.yaml │ │ ├── damo_yolo_s.yaml │ │ ├── damo_yolo_t.yaml │ │ ├── deimv2_dinov3_m_coco.yaml │ │ ├── deimv2_dinov3_s_coco.yaml │ │ ├── deimv2_hgnetv2_n_coco.yaml │ │ ├── depth_anything_v2_vit_b.yaml │ │ ├── depth_anything_v2_vit_l.yaml │ │ ├── depth_anything_v2_vit_s.yaml │ │ ├── depth_anything_vit_b.yaml │ │ ├── depth_anything_vit_l.yaml │ │ ├── depth_anything_vit_s.yaml │ │ ├── dfine_l_obj2coco.yaml │ │ ├── dfine_m_obj2coco.yaml │ │ ├── dfine_s_obj2coco.yaml │ │ ├── dfine_x_obj2coco.yaml │ │ ├── doclayout_yolo.yaml │ │ ├── edge_sam.yaml │ │ ├── edge_sam_with_chinese_clip.yaml │ │ ├── efficientvit_sam_l0_vit_h.yaml │ │ ├── efficientvit_sam_l1_vit_h.yaml │ │ ├── florence2_large_ft.yaml │ │ ├── geco_sam_hq_vit_h.yaml │ │ ├── gold_yolo_l.yaml │ │ ├── gold_yolo_m.yaml │ │ ├── gold_yolo_n.yaml │ │ ├── gold_yolo_s.yaml │ │ ├── grounding_dino_api.yaml │ │ ├── groundingdino_swinb_attn_fuse_sam_hq_vit_l_quant.yaml │ │ ├── groundingdino_swinb_cogcoor_quant.yaml │ │ ├── groundingdino_swint_ogc_quant.yaml │ │ ├── groundingdino_swint_sam2_large.yaml │ │ ├── hyper_yolos.yaml │ │ ├── hyper_yolos_seg.yaml │ │ ├── internimage_l_22kto1k_384.yaml │ │ ├── japan_ppocr.yaml │ │ ├── mobile_sam_vit_h.yaml │ │ ├── open_vision.yaml │ │ ├── pulc_person_attribute.yaml │ │ ├── pulc_vehicle_attribute.yaml │ │ ├── ram_plus_swin_large_14m.yaml │ │ ├── ram_swin_large_14m.yaml │ │ ├── remote_server.yaml │ │ ├── rfdetr_base.yaml │ │ ├── rfdetr_base_coco.yaml │ │ ├── rfdetr_large.yaml │ │ ├── rfdetr_medium.yaml │ │ ├── rfdetr_nano.yaml │ │ ├── rfdetr_seg_preview.yaml │ │ ├── rfdetr_small.yaml │ │ ├── rmbg_v14.yaml │ │ ├── rmbg_v20.yaml │ │ ├── rmbg_v20_quant.yaml │ │ ├── rtdetr_l.yaml │ │ ├── rtdetr_r50.yaml │ │ ├── rtdetr_x.yaml │ │ ├── rtdetrv2l.yaml │ │ ├── rtdetrv2m.yaml │ │ ├── rtdetrv2m7x.yaml │ │ ├── rtdetrv2s.yaml │ │ ├── rtdetrv2x.yaml │ │ ├── rtmdet_m_coco_person_rtmo_m.yaml │ │ ├── sam2_hiera_base.yaml │ │ ├── sam2_hiera_base_video.yaml │ │ ├── sam2_hiera_large.yaml │ │ ├── sam2_hiera_large_video.yaml │ │ ├── sam2_hiera_small.yaml │ │ ├── sam2_hiera_small_video.yaml │ │ ├── sam2_hiera_tiny.yaml │ │ ├── sam2_hiera_tiny_video.yaml │ │ ├── sam_hq_vit_b.yaml │ │ ├── sam_hq_vit_h_quant.yaml │ │ ├── sam_hq_vit_l.yaml │ │ ├── sam_hq_vit_l_quant.yaml │ │ ├── sam_med2d_vit_b.yaml │ │ ├── segment_anything_vit_b.yaml │ │ ├── segment_anything_vit_b_quant.yaml │ │ ├── segment_anything_vit_h_quant.yaml │ │ ├── segment_anything_vit_l.yaml │ │ ├── segment_anything_vit_l_quant.yaml │ │ ├── upn.yaml │ │ ├── yolo11s.yaml │ │ ├── yolo11s_cls.yaml │ │ ├── yolo11s_det_botsort.yaml │ │ ├── yolo11s_obb.yaml │ │ ├── yolo11s_obb_botsort.yaml │ │ ├── yolo11s_pose.yaml │ │ ├── yolo11s_pose_botsort.yaml │ │ ├── yolo11s_seg.yaml │ │ ├── yolo11s_seg_botsort.yaml │ │ ├── yolo12l.yaml │ │ ├── yolo12m.yaml │ │ ├── yolo12n.yaml │ │ ├── yolo12s.yaml │ │ ├── yolo12x.yaml │ │ ├── yolo_nas_l.yaml │ │ ├── yolo_nas_m.yaml │ │ ├── yolo_nas_s.yaml │ │ ├── yoloe_11s.yaml │ │ ├── yoloe_v8l.yaml │ │ ├── yolov10b.yaml │ │ ├── yolov10l.yaml │ │ ├── yolov10m.yaml │ │ ├── yolov10n.yaml │ │ ├── yolov10s.yaml │ │ ├── yolov10x.yaml │ │ ├── yolov5_car_plate.yaml │ │ ├── yolov5l.yaml │ │ ├── yolov5m.yaml │ │ ├── yolov5m_obb_csl_dotav15.yaml │ │ ├── yolov5m_obb_csl_dotav20.yaml │ │ ├── yolov5m_ram.yaml │ │ ├── yolov5n.yaml │ │ ├── yolov5n_obb_drone_vehicle.yaml │ │ ├── yolov5s.yaml │ │ ├── yolov5s_cls.yaml │ │ ├── yolov5s_det_botsort.yaml │ │ ├── yolov5s_mobile_sam_vit_h.yaml │ │ ├── yolov5s_obb_csl_dotav10.yaml │ │ ├── yolov5s_resnet50.yaml │ │ ├── yolov5s_sahi.yaml │ │ ├── yolov5s_seg.yaml │ │ ├── yolov5x.yaml │ │ ├── yolov6l_mbla.yaml │ │ ├── yolov6lite_l_face.yaml │ │ ├── yolov6lite_m_face.yaml │ │ ├── yolov6lite_s_face.yaml │ │ ├── yolov6m_mbla.yaml │ │ ├── yolov6s.yaml │ │ ├── yolov6s6.yaml │ │ ├── yolov6s_mbla.yaml │ │ ├── yolov6x_mbla.yaml │ │ ├── yolov7.yaml │ │ ├── yolov8l.yaml │ │ ├── yolov8l_oiv7.yaml │ │ ├── yolov8l_seg.yaml │ │ ├── yolov8l_worldv2.yaml │ │ ├── yolov8l_worldv2_cc3m.yaml │ │ ├── yolov8m.yaml │ │ ├── yolov8m_oiv7.yaml │ │ ├── yolov8m_seg.yaml │ │ ├── yolov8m_seg_bytetrack.yaml │ │ ├── yolov8m_worldv2.yaml │ │ ├── yolov8n.yaml │ │ ├── yolov8n_obb_botsort.yaml │ │ ├── yolov8n_oiv7.yaml │ │ ├── yolov8n_pose.yaml │ │ ├── yolov8n_seg.yaml │ │ ├── yolov8s.yaml │ │ ├── yolov8s_cls.yaml │ │ ├── yolov8s_det_botsort.yaml │ │ ├── yolov8s_obb.yaml │ │ ├── yolov8s_oiv7.yaml │ │ ├── yolov8s_sahi.yaml │ │ ├── yolov8s_sam2_hiera_base.yaml │ │ ├── yolov8s_seg.yaml │ │ ├── yolov8s_worldv2.yaml │ │ ├── yolov8s_worldv2_ram_plus.yaml │ │ ├── yolov8x.yaml │ │ ├── yolov8x6_oiv7.yaml │ │ ├── yolov8x_oiv7.yaml │ │ ├── yolov8x_pose_p6.yaml │ │ ├── yolov8x_pose_p6_botsort.yaml │ │ ├── yolov8x_seg.yaml │ │ ├── yolov8x_worldv2.yaml │ │ ├── yolov9_gelan_c.yaml │ │ ├── yolov9_gelan_e.yaml │ │ ├── yolov9c.yaml │ │ ├── yolov9e.yaml │ │ ├── yolox_l_dwpose_ucoco.yaml │ │ └── yolox_s.yaml │ ├── models.yaml │ └── xanylabeling_config.yaml ├── resources │ ├── __init__.py │ ├── images │ │ ├── alibaba.png │ │ ├── anthropic.png │ │ ├── arrow-left.svg │ │ ├── arrow-right.svg │ │ ├── auto-run.png │ │ ├── brain.png │ │ ├── bria-ai.png │ │ ├── cancel.png │ │ ├── caret-down.svg │ │ ├── caret-up.svg │ │ ├── cartesian.png │ │ ├── chatbot.png │ │ ├── check.svg │ │ ├── checkmark.svg │ │ ├── chevron-down.svg │ │ ├── circle-selection.png │ │ ├── circle.png │ │ ├── claude.svg │ │ ├── clear.svg │ │ ├── click.svg │ │ ├── cn.png │ │ ├── color.png │ │ ├── contact.png │ │ ├── convert.png │ │ ├── copy-green.svg │ │ ├── copy.png │ │ ├── copy.svg │ │ ├── createai.png │ │ ├── crop.png │ │ ├── custom.png │ │ ├── cvhub.png │ │ ├── deci-ai.png │ │ ├── deepseek.png │ │ ├── delete.png │ │ ├── digit0.png │ │ ├── digit1.png │ │ ├── digit2.png │ │ ├── digit3.png │ │ ├── digit4.png │ │ ├── digit5.png │ │ ├── digit6.png │ │ ├── digit7.png │ │ ├── digit8.png │ │ ├── digit9.png │ │ ├── discord.png │ │ ├── docs.png │ │ ├── done.png │ │ ├── edit.png │ │ ├── edit.svg │ │ ├── email.png │ │ ├── eraser.svg │ │ ├── error.svg │ │ ├── eth.png │ │ ├── expert.png │ │ ├── eye-off.svg │ │ ├── eye.png │ │ ├── eye.svg │ │ ├── file.png │ │ ├── fit-width.png │ │ ├── fit-window.png │ │ ├── fit.png │ │ ├── folder.svg │ │ ├── format_classify.png │ │ ├── format_coco.png │ │ ├── format_default.png │ │ ├── format_dota.png │ │ ├── format_mask.png │ │ ├── format_mmgd.png │ │ ├── format_mot.png │ │ ├── format_obb.png │ │ ├── format_odvg.png │ │ ├── format_ppocr.png │ │ ├── format_vlm_r1_ovd.png │ │ ├── format_voc.png │ │ ├── format_yolo.png │ │ ├── github.png │ │ ├── google.png │ │ ├── help-circle.svg │ │ ├── help.png │ │ ├── hidden.png │ │ ├── hku.png │ │ ├── huawei.png │ │ ├── husky.png │ │ ├── icon.icns │ │ ├── icon.ico │ │ ├── icon.png │ │ ├── idea-research.png │ │ ├── image.svg │ │ ├── imoonlab.png │ │ ├── import-export.svg │ │ ├── label.png │ │ ├── labels.png │ │ ├── lightning.svg │ │ ├── line-strip.png │ │ ├── line.png │ │ ├── logo.png │ │ ├── loop.png │ │ ├── megvii.png │ │ ├── meituan.png │ │ ├── meta.png │ │ ├── microsoft.png │ │ ├── minus.png │ │ ├── minus.svg │ │ ├── mit.png │ │ ├── navigator.png │ │ ├── new.png │ │ ├── new.svg │ │ ├── next.png │ │ ├── objects.png │ │ ├── ollama.png │ │ ├── open.png │ │ ├── openai.png │ │ ├── opendatalab.png │ │ ├── opengvlab.png │ │ ├── openmmlab.png │ │ ├── openrouter.png │ │ ├── oppo.png │ │ ├── others.png │ │ ├── overview.png │ │ ├── paddlepaddle.png │ │ ├── paste.png │ │ ├── plus.png │ │ ├── point.png │ │ ├── polygon.png │ │ ├── prev.png │ │ ├── psyduck.png │ │ ├── quit.png │ │ ├── qwen.png │ │ ├── ragdoll.png │ │ ├── rectangle.png │ │ ├── refresh.svg │ │ ├── resetall.png │ │ ├── roboflow.png │ │ ├── rotation.png │ │ ├── run.svg │ │ ├── save-as.png │ │ ├── save.png │ │ ├── scissors.png │ │ ├── search.svg │ │ ├── send.svg │ │ ├── sidebar.svg │ │ ├── star-black.svg │ │ ├── star.svg │ │ ├── starred.svg │ │ ├── stop.svg │ │ ├── thu.png │ │ ├── trash.svg │ │ ├── twitter.png │ │ ├── ultralytics.png │ │ ├── undo-cross.png │ │ ├── undo.png │ │ ├── union.png │ │ ├── update.png │ │ ├── upload_brain.png │ │ ├── us.png │ │ ├── ustc.png │ │ ├── verify.png │ │ ├── video.png │ │ ├── video.svg │ │ ├── view.svg │ │ ├── vision.svg │ │ ├── vqa.png │ │ ├── wand.svg │ │ ├── warning.svg │ │ ├── xmu.png │ │ ├── zoom-in.png │ │ ├── zoom-out.png │ │ └── zoom.png │ ├── resources.py │ ├── resources.qrc │ └── translations │ │ ├── en_US.qm │ │ ├── en_US.ts │ │ ├── zh_CN.qm │ │ └── zh_CN.ts ├── services │ ├── __init__.py │ ├── auto_labeling │ │ ├── __base__ │ │ │ ├── __init__.py │ │ │ ├── clip.py │ │ │ ├── ram.py │ │ │ ├── rtmdet.py │ │ │ ├── sam.py │ │ │ ├── sam2.py │ │ │ ├── upn.py │ │ │ └── yolo.py │ │ ├── __init__.py │ │ ├── clrnet.py │ │ ├── configs │ │ │ ├── __init__.py │ │ │ ├── bert │ │ │ │ ├── __init__.py │ │ │ │ └── bert_base_uncased_tokenizer.json │ │ │ ├── chatrex │ │ │ │ └── upn_large.py │ │ │ ├── clip │ │ │ │ ├── __init__.py │ │ │ │ └── clip_vocab.txt │ │ │ ├── ppocr │ │ │ │ ├── __init__.py │ │ │ │ ├── japan_dict.txt │ │ │ │ ├── ppocr_ic15_dict.txt │ │ │ │ ├── ppocr_keys_v1.txt │ │ │ │ └── ppocrv5_dict.txt │ │ │ └── ram │ │ │ │ ├── __init__.py │ │ │ │ ├── ram_tag_list.txt │ │ │ │ └── ram_tag_list_chinese.txt │ │ ├── damo_yolo.py │ │ ├── deimv2.py │ │ ├── depth_anything.py │ │ ├── depth_anything_v2.py │ │ ├── dfine.py │ │ ├── doclayout_yolo.py │ │ ├── edge_sam.py │ │ ├── efficientvit_sam.py │ │ ├── engines │ │ │ ├── __init__.py │ │ │ ├── build_dnn_engine.py │ │ │ └── build_onnx_engine.py │ │ ├── florence2.py │ │ ├── geco.py │ │ ├── gold_yolo.py │ │ ├── grounding_dino.py │ │ ├── grounding_dino_api.py │ │ ├── grounding_sam.py │ │ ├── grounding_sam2.py │ │ ├── internimage_cls.py │ │ ├── lru_cache.py │ │ ├── model.py │ │ ├── model_manager.py │ │ ├── open_vision.py │ │ ├── pose │ │ │ ├── __init__.py │ │ │ ├── dwpose_onnx.py │ │ │ └── rtmo_onnx.py │ │ ├── ppocr_v4.py │ │ ├── ppocr_v5.py │ │ ├── pulc_attribute.py │ │ ├── ram.py │ │ ├── remote_server.py │ │ ├── rfdetr.py │ │ ├── rfdetr_seg.py │ │ ├── rmbg.py │ │ ├── rtdetr.py │ │ ├── rtdetrv2.py │ │ ├── rtmdet_pose.py │ │ ├── sam_hq.py │ │ ├── sam_med2d.py │ │ ├── sam_onnx.py │ │ ├── segment_anything.py │ │ ├── segment_anything_2.py │ │ ├── segment_anything_2_video.py │ │ ├── trackers │ │ │ ├── __init__.py │ │ │ ├── basetrack.py │ │ │ ├── bot_sort.py │ │ │ ├── byte_tracker.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── gmc.py │ │ │ │ ├── kalman_filter.py │ │ │ │ └── matching.py │ │ ├── types.py │ │ ├── u_rtdetr.py │ │ ├── upn.py │ │ ├── utils │ │ │ ├── __init__.py │ │ │ ├── box.py │ │ │ ├── general.py │ │ │ ├── points_conversion.py │ │ │ ├── ppocr_utils │ │ │ │ ├── __init__.py │ │ │ │ ├── cls_postprocess.py │ │ │ │ ├── db_postprocess.py │ │ │ │ ├── operators.py │ │ │ │ ├── rec_postprocess.py │ │ │ │ └── text_system.py │ │ │ └── sahi │ │ │ │ ├── __init__.py │ │ │ │ ├── annotation.py │ │ │ │ ├── auto_model.py │ │ │ │ ├── cli.py │ │ │ │ ├── models │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ ├── detectron2.py │ │ │ │ ├── huggingface.py │ │ │ │ ├── mmdet.py │ │ │ │ ├── torchvision.py │ │ │ │ ├── yolonas.py │ │ │ │ ├── yolov5.py │ │ │ │ ├── yolov5_onnx.py │ │ │ │ ├── yolov5sparse.py │ │ │ │ ├── yolov8.py │ │ │ │ └── yolov8_onnx.py │ │ │ │ ├── postprocess │ │ │ │ ├── __init__.py │ │ │ │ ├── combine.py │ │ │ │ ├── legacy │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── combine.py │ │ │ │ └── utils.py │ │ │ │ ├── predict.py │ │ │ │ ├── prediction.py │ │ │ │ ├── scripts │ │ │ │ ├── __init__.py │ │ │ │ ├── coco2fiftyone.py │ │ │ │ ├── coco2yolov5.py │ │ │ │ ├── coco_error_analysis.py │ │ │ │ ├── coco_evaluation.py │ │ │ │ ├── predict.py │ │ │ │ ├── predict_fiftyone.py │ │ │ │ └── slice_coco.py │ │ │ │ ├── slicing.py │ │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── coco.py │ │ │ │ ├── compatibility.py │ │ │ │ ├── cv.py │ │ │ │ ├── detectron2.py │ │ │ │ ├── fiftyone.py │ │ │ │ ├── file.py │ │ │ │ ├── huggingface.py │ │ │ │ ├── import_utils.py │ │ │ │ ├── mmdet.py │ │ │ │ ├── shapely.py │ │ │ │ ├── sparseyolov5.py │ │ │ │ ├── torch.py │ │ │ │ ├── torchvision.py │ │ │ │ ├── versions.py │ │ │ │ ├── yolonas.py │ │ │ │ ├── yolov5.py │ │ │ │ └── yolov8.py │ │ ├── visualgd │ │ │ ├── __init__.py │ │ │ ├── config │ │ │ │ ├── __init__.py │ │ │ │ ├── cfg_fsc147.py │ │ │ │ └── cfg_handler.py │ │ │ ├── datasets │ │ │ │ ├── __init__.py │ │ │ │ ├── coco.py │ │ │ │ ├── coco_eval.py │ │ │ │ ├── coco_panoptic.py │ │ │ │ ├── cocogrounding_eval.py │ │ │ │ ├── data_util.py │ │ │ │ ├── dataset.py │ │ │ │ ├── odvg.py │ │ │ │ ├── panoptic_eval.py │ │ │ │ ├── random_crop.py │ │ │ │ ├── sltransform.py │ │ │ │ └── transforms.py │ │ │ ├── model │ │ │ │ ├── __init__.py │ │ │ │ ├── backbone │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── backbone.py │ │ │ │ │ ├── position_encoding.py │ │ │ │ │ └── swin_transformer.py │ │ │ │ ├── bertwarper.py │ │ │ │ ├── csrc │ │ │ │ │ ├── MsDeformAttn │ │ │ │ │ │ ├── ms_deform_attn.h │ │ │ │ │ │ ├── ms_deform_attn_cpu.cpp │ │ │ │ │ │ ├── ms_deform_attn_cpu.h │ │ │ │ │ │ ├── ms_deform_attn_cuda.cu │ │ │ │ │ │ ├── ms_deform_attn_cuda.h │ │ │ │ │ │ └── ms_deform_im2col_cuda.cuh │ │ │ │ │ ├── cuda_version.cu │ │ │ │ │ └── vision.cpp │ │ │ │ ├── fuse_modules.py │ │ │ │ ├── groundingdino.py │ │ │ │ ├── matcher.py │ │ │ │ ├── mlp_loca.py │ │ │ │ ├── ms_deform_attn.py │ │ │ │ ├── ops │ │ │ │ │ ├── build │ │ │ │ │ │ ├── lib.linux-x86_64-cpython-310 │ │ │ │ │ │ │ ├── functions │ │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ │ └── ms_deform_attn_func.py │ │ │ │ │ │ │ └── modules │ │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ │ └── ms_deform_attn.py │ │ │ │ │ │ └── lib.linux-x86_64-cpython-39 │ │ │ │ │ │ │ ├── functions │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ └── ms_deform_attn_func.py │ │ │ │ │ │ │ └── modules │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ └── ms_deform_attn.py │ │ │ │ │ ├── functions │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── ms_deform_attn_func.py │ │ │ │ │ ├── modules │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── ms_deform_attn.py │ │ │ │ │ ├── setup.py │ │ │ │ │ ├── src │ │ │ │ │ │ ├── cpu │ │ │ │ │ │ │ ├── ms_deform_attn_cpu.cpp │ │ │ │ │ │ │ └── ms_deform_attn_cpu.h │ │ │ │ │ │ ├── cuda │ │ │ │ │ │ │ ├── ms_deform_attn_cuda.cu │ │ │ │ │ │ │ ├── ms_deform_attn_cuda.h │ │ │ │ │ │ │ └── ms_deform_im2col_cuda.cuh │ │ │ │ │ │ ├── ms_deform_attn.h │ │ │ │ │ │ └── vision.cpp │ │ │ │ │ └── test.py │ │ │ │ ├── positional_encoding_loca.py │ │ │ │ ├── transformer.py │ │ │ │ ├── transformer_loca.py │ │ │ │ ├── transformer_vanilla.py │ │ │ │ └── utils.py │ │ │ ├── registry.py │ │ │ └── util │ │ │ │ ├── __init__.py │ │ │ │ ├── box_ops.py │ │ │ │ ├── get_tokenlizer.py │ │ │ │ ├── inference.py │ │ │ │ ├── logger.py │ │ │ │ ├── misc.py │ │ │ │ ├── slconfig.py │ │ │ │ ├── slio.py │ │ │ │ ├── time_counter.py │ │ │ │ ├── utils.py │ │ │ │ ├── visualizer.py │ │ │ │ └── vl_utils.py │ │ ├── yolo11.py │ │ ├── yolo11_cls.py │ │ ├── yolo11_det_track.py │ │ ├── yolo11_obb.py │ │ ├── yolo11_obb_track.py │ │ ├── yolo11_pose.py │ │ ├── yolo11_pose_track.py │ │ ├── yolo11_seg.py │ │ ├── yolo11_seg_track.py │ │ ├── yolo12.py │ │ ├── yolo_nas.py │ │ ├── yoloe.py │ │ ├── yolov10.py │ │ ├── yolov5.py │ │ ├── yolov5_car_plate.py │ │ ├── yolov5_cls.py │ │ ├── yolov5_det_track.py │ │ ├── yolov5_obb.py │ │ ├── yolov5_ram.py │ │ ├── yolov5_resnet.py │ │ ├── yolov5_sahi.py │ │ ├── yolov5_sam.py │ │ ├── yolov5_seg.py │ │ ├── yolov5_track.py │ │ ├── yolov6.py │ │ ├── yolov6_face.py │ │ ├── yolov7.py │ │ ├── yolov8.py │ │ ├── yolov8_cls.py │ │ ├── yolov8_det_track.py │ │ ├── yolov8_obb.py │ │ ├── yolov8_obb_track.py │ │ ├── yolov8_pose.py │ │ ├── yolov8_pose_track.py │ │ ├── yolov8_sahi.py │ │ ├── yolov8_sam2.py │ │ ├── yolov8_seg.py │ │ ├── yolov8_seg_track.py │ │ ├── yolov9.py │ │ ├── yolow.py │ │ ├── yolow_ram.py │ │ ├── yolox.py │ │ └── yolox_dwpose.py │ └── auto_training │ │ ├── __init__.py │ │ └── ultralytics │ │ ├── _io.py │ │ ├── config.py │ │ ├── exporter.py │ │ ├── general.py │ │ ├── style.py │ │ ├── trainer.py │ │ ├── utils.py │ │ └── validators.py ├── utils.py └── views │ ├── __init__.py │ ├── common │ ├── __init__.py │ ├── checks.py │ ├── converter.py │ ├── device_manager.py │ └── toaster.py │ ├── labeling │ ├── __init__.py │ ├── chatbot │ │ ├── __init__.py │ │ ├── animation.py │ │ ├── chat.py │ │ ├── config.py │ │ ├── general.py │ │ ├── handler.py │ │ ├── provider.py │ │ ├── render.py │ │ ├── style.py │ │ └── utils.py │ ├── classifier │ │ ├── __init__.py │ │ ├── config.py │ │ ├── dialogs.py │ │ ├── style.py │ │ ├── utils.py │ │ └── widgets.py │ ├── label_converter.py │ ├── label_file.py │ ├── label_widget.py │ ├── label_wrapper.py │ ├── logger.py │ ├── schema.py │ ├── shape.py │ ├── utils │ │ ├── __init__.py │ │ ├── _io.py │ │ ├── async_exif.py │ │ ├── batch.py │ │ ├── colormap.py │ │ ├── crop.py │ │ ├── export.py │ │ ├── general.py │ │ ├── image.py │ │ ├── opencv.py │ │ ├── qt.py │ │ ├── shape.py │ │ ├── style.py │ │ ├── update_checker.py │ │ ├── upload.py │ │ └── video.py │ ├── vqa │ │ ├── __init__.py │ │ ├── config.py │ │ ├── dialogs.py │ │ ├── layout.py │ │ ├── style.py │ │ ├── utils.py │ │ └── widgets.py │ └── widgets │ │ ├── __init__.py │ │ ├── about_dialog.py │ │ ├── api_token_dialog.py │ │ ├── auto_labeling │ │ ├── __init__.py │ │ ├── auto_labeling.py │ │ └── auto_labeling.ui │ │ ├── brightness_contrast_dialog.py │ │ ├── canvas.py │ │ ├── chatbot_dialog.py │ │ ├── classifier_dialog.py │ │ ├── color_dialog.py │ │ ├── crosshair_settings_dialog.py │ │ ├── escapable_qlist_widget.py │ │ ├── file_dialog_preview.py │ │ ├── filter_label_widget.py │ │ ├── label_dialog.py │ │ ├── label_list_widget.py │ │ ├── model_dropdown_widget.py │ │ ├── navigator_widget.py │ │ ├── overview_dialog.py │ │ ├── polygon_sides_dialog.py │ │ ├── popup.py │ │ ├── searchable_model_dropdown.py │ │ ├── shape_dialog.py │ │ ├── toolbar.py │ │ ├── unique_label_qlist_widget.py │ │ ├── vqa_dialog.py │ │ └── zoom_widget.py │ ├── mainwindow.py │ └── training │ ├── __init__.py │ ├── ultralytics_dialog.py │ └── widgets │ ├── __init__.py │ └── ultralytics_widgets │ ├── __init__.py │ ├── custom_dialogs.py │ └── custom_widgets.py ├── assets ├── Annotations │ └── demo.xml ├── MOT │ ├── det.txt │ ├── gt.txt │ └── seqinfo.ini ├── ODVG │ ├── label_map.json │ └── od.json ├── annotations │ ├── coco_detection.json │ ├── coco_instance_segmentation.json │ └── coco_keypoints.json ├── attributes.json ├── attributes │ ├── person_attributes.json │ └── vehicle_attributes.json ├── classes.txt ├── demo.jpg ├── demo.json ├── demo │ ├── demo_depth.jpg │ ├── demo_face.jpg │ ├── demo_florence2.jpg │ ├── demo_imagenet_n01592084_chickadee.jpg │ ├── demo_lane.jpg │ ├── demo_license_plate.png │ ├── demo_med_buid.png │ ├── demo_med_isic.jpg │ ├── demo_med_kvasir.jpg │ ├── demo_medical.png │ ├── demo_obb.png │ ├── demo_ocr.png │ ├── demo_pandas.jpg │ ├── demo_person_attribute.jpg │ ├── demo_pigeons.jpg │ ├── demo_pose.jpg │ ├── demo_sod.jpeg │ ├── demo_tag.jpg │ └── demo_vehicle_attribute.jpg ├── demo_video.mp4 ├── labelTxt │ └── demo_obb.txt ├── labels.txt ├── labels │ └── demo.txt ├── mask_color_map.json ├── mask_grayscale_map.json ├── masks │ ├── color_mask.png │ └── gray_mask.png ├── onnx_ioshots │ ├── Gold_s_pre_dist.png │ ├── Unet_resnext50_32x4d.png │ ├── bria-rmbg-1.4.png │ ├── ch_PP-OCRv4_det_infer.png │ ├── ch_PP-OCRv4_rec_infer.png │ ├── ch_ppocr_mobile_v2.0_cls_infer.png │ ├── clrnet_tusimple_r18.png │ ├── damoyolo_tinynasL25_S_460.png │ ├── depth_anything_v2_vits.png │ ├── depth_anything_vits14.png │ ├── dfine_s_obj2coco.png │ ├── edge_sam_decoder.png │ ├── edge_sam_encoder.png │ ├── efficientvit_sam_l0_vit_h.decoder.png │ ├── efficientvit_sam_l0_vit_h.encoder.png │ ├── gelan-c.png │ ├── groundingdino_swinb_cogcoor_quant.png │ ├── hyper-yolos-seg.png │ ├── hyper-yolos.png │ ├── internimage_l_22kto1k_384.png │ ├── mobile_sam.encoder.png │ ├── pulc_person_attribute.png │ ├── pulc_vehicle_attribute.png │ ├── ram_plus_swin_large_14m.png │ ├── ram_swin_large_14m.png │ ├── rf-deter-seg-preview.png │ ├── rf-detr-base-coco.png │ ├── rf-detr-medium.png │ ├── rf-detr-nano.png │ ├── rf-detr-small.png │ ├── rtdetr_r50vd_6x_coco.png │ ├── rtdetrv2_r50vd_6x_coco.png │ ├── sam2.1_hiera_base_plus.decoder.png │ ├── sam2.1_hiera_base_plus.encoder.png │ ├── sam_vit_h_4b8939.decoder.png │ ├── u_rtdetr_x.png │ ├── yolo11s-cls.png │ ├── yolo11s-obb.png │ ├── yolo11s-pose.png │ ├── yolo11s-seg.png │ ├── yolo12s.png │ ├── yolo_nas_s.png │ ├── yolov10s.png │ ├── yolov5s-cls.png │ ├── yolov5s-seg.png │ ├── yolov5s.png │ ├── yolov5s_obb_csl_dotav10.png │ ├── yolov6lite_s_face.png │ ├── yolov6s.png │ ├── yolov6s6.png │ ├── yolov6s_mbla.png │ ├── yolov7.png │ ├── yolov8s-cls.png │ ├── yolov8s-obb.png │ ├── yolov8s-oiv7.png │ ├── yolov8s-seg.png │ ├── yolov8s-worldv2.png │ ├── yolov8s.png │ ├── yolov9c.png │ └── yolox_s.png ├── ppocr │ ├── images │ │ ├── zh_val_0.jpg │ │ └── zh_val_0.json │ ├── ppocr-kie │ │ ├── class_list.txt │ │ └── ppocr_kie.json │ └── ppocr-rec │ │ ├── Label.txt │ │ ├── crop_img │ │ ├── zh_val_0_crop_0.jpg │ │ ├── zh_val_0_crop_1.jpg │ │ ├── zh_val_0_crop_10.jpg │ │ ├── zh_val_0_crop_11.jpg │ │ ├── zh_val_0_crop_12.jpg │ │ ├── zh_val_0_crop_13.jpg │ │ ├── zh_val_0_crop_14.jpg │ │ ├── zh_val_0_crop_15.jpg │ │ ├── zh_val_0_crop_16.jpg │ │ ├── zh_val_0_crop_17.jpg │ │ ├── zh_val_0_crop_18.jpg │ │ ├── zh_val_0_crop_19.jpg │ │ ├── zh_val_0_crop_2.jpg │ │ ├── zh_val_0_crop_20.jpg │ │ ├── zh_val_0_crop_21.jpg │ │ ├── zh_val_0_crop_22.jpg │ │ ├── zh_val_0_crop_23.jpg │ │ ├── zh_val_0_crop_24.jpg │ │ ├── zh_val_0_crop_25.jpg │ │ ├── zh_val_0_crop_26.jpg │ │ ├── zh_val_0_crop_27.jpg │ │ ├── zh_val_0_crop_28.jpg │ │ ├── zh_val_0_crop_29.jpg │ │ ├── zh_val_0_crop_3.jpg │ │ ├── zh_val_0_crop_30.jpg │ │ ├── zh_val_0_crop_31.jpg │ │ ├── zh_val_0_crop_32.jpg │ │ ├── zh_val_0_crop_33.jpg │ │ ├── zh_val_0_crop_34.jpg │ │ ├── zh_val_0_crop_35.jpg │ │ ├── zh_val_0_crop_36.jpg │ │ ├── zh_val_0_crop_37.jpg │ │ ├── zh_val_0_crop_38.jpg │ │ ├── zh_val_0_crop_39.jpg │ │ ├── zh_val_0_crop_4.jpg │ │ ├── zh_val_0_crop_40.jpg │ │ ├── zh_val_0_crop_41.jpg │ │ ├── zh_val_0_crop_42.jpg │ │ ├── zh_val_0_crop_43.jpg │ │ ├── zh_val_0_crop_44.jpg │ │ ├── zh_val_0_crop_45.jpg │ │ ├── zh_val_0_crop_46.jpg │ │ ├── zh_val_0_crop_47.jpg │ │ ├── zh_val_0_crop_48.jpg │ │ ├── zh_val_0_crop_49.jpg │ │ ├── zh_val_0_crop_5.jpg │ │ ├── zh_val_0_crop_50.jpg │ │ ├── zh_val_0_crop_51.jpg │ │ ├── zh_val_0_crop_52.jpg │ │ ├── zh_val_0_crop_53.jpg │ │ ├── zh_val_0_crop_54.jpg │ │ ├── zh_val_0_crop_55.jpg │ │ ├── zh_val_0_crop_56.jpg │ │ ├── zh_val_0_crop_57.jpg │ │ ├── zh_val_0_crop_58.jpg │ │ ├── zh_val_0_crop_59.jpg │ │ ├── zh_val_0_crop_6.jpg │ │ ├── zh_val_0_crop_60.jpg │ │ ├── zh_val_0_crop_61.jpg │ │ ├── zh_val_0_crop_62.jpg │ │ ├── zh_val_0_crop_63.jpg │ │ ├── zh_val_0_crop_64.jpg │ │ ├── zh_val_0_crop_65.jpg │ │ ├── zh_val_0_crop_66.jpg │ │ ├── zh_val_0_crop_67.jpg │ │ ├── zh_val_0_crop_68.jpg │ │ ├── zh_val_0_crop_69.jpg │ │ ├── zh_val_0_crop_7.jpg │ │ ├── zh_val_0_crop_70.jpg │ │ ├── zh_val_0_crop_8.jpg │ │ └── zh_val_0_crop_9.jpg │ │ └── rec_gt.txt ├── resources │ ├── brightness_contrast.png │ ├── crosshair.png │ ├── filter.png │ ├── gid_manager.png │ ├── image_classifier │ │ ├── add_label.png │ │ ├── assistance.png │ │ ├── dataset_statistics.png │ │ ├── delete_label.png │ │ ├── edit_label.png │ │ └── entire_panel.png │ ├── information.png │ ├── netron.png │ ├── overview.png │ ├── vqa │ │ ├── add_compone.png │ │ ├── add_template.png │ │ ├── assistance.png │ │ ├── chatbot.png │ │ ├── del_compone.png │ │ ├── entire_panel.png │ │ ├── export.png │ │ └── template_gallery.png │ ├── vqa_add_componet.png │ ├── vqa_del_componet.png │ └── vqa_panel.png ├── vlm_r1_ovd.jsonl └── yolov8_pose.yaml ├── docs ├── en │ ├── chatbot.md │ ├── cli.md │ ├── custom_model.md │ ├── get_started.md │ ├── image_classifier.md │ ├── model_zoo.md │ ├── user_guide.md │ └── vqa.md └── zh_cn │ ├── chatbot.md │ ├── cli.md │ ├── custom_model.md │ ├── faq.md │ ├── get_started.md │ ├── image_classifier.md │ ├── model_zoo.md │ ├── user_guide.md │ └── vqa.md ├── examples ├── classification │ ├── image-level │ │ ├── .data │ │ │ ├── annotated_multiclass_example.png │ │ │ ├── annotated_multilabel_example.png │ │ │ └── classification.png │ │ ├── README.md │ │ ├── fruit_flags.txt │ │ ├── logo_flags.txt │ │ └── sources │ │ │ ├── multi-class │ │ │ ├── apple.jpg │ │ │ ├── apple.json │ │ │ ├── google.json │ │ │ ├── google.webp │ │ │ ├── meta.json │ │ │ └── meta.png │ │ │ └── multi-label │ │ │ ├── fruit.json │ │ │ └── fruit.png │ └── shape-level │ │ ├── .data │ │ ├── annotated_helmet_flags.png │ │ ├── annotated_person_attributes.png │ │ ├── annotated_person_flags.png │ │ └── annotated_vehicle_attributes.png │ │ ├── README.md │ │ ├── attributes.json │ │ ├── label_flags.yaml │ │ ├── labels.txt │ │ └── sources │ │ ├── multi-label │ │ ├── worker.jpg │ │ └── worker.json │ │ └── multi-task │ │ ├── elon-musk-tesla.json │ │ └── elon-musk-tesla.webp ├── counting │ └── geco │ │ ├── .data │ │ ├── GeCo.gif │ │ └── architecture.jpg │ │ └── README.md ├── description │ ├── captioning │ │ └── README.md │ └── tagging │ │ ├── .data │ │ ├── annotated-image-level-tagging-data.png │ │ ├── annotated-shape-level-tagging-data.png │ │ └── ram_grounded_sam.jpg │ │ ├── README.md │ │ └── sources │ │ ├── image-level │ │ ├── street.jpg │ │ └── street.json │ │ └── shape-level │ │ ├── parlor.jpeg │ │ └── parlor.json ├── detection │ ├── hbb │ │ ├── .data │ │ │ ├── annotated_hbb_task.png │ │ │ └── upn.jpg │ │ └── README.md │ └── obb │ │ ├── .data │ │ └── annotated_obb_task.png │ │ └── README.md ├── estimation │ ├── depth_estimation │ │ ├── README.md │ │ └── sources │ │ │ ├── depth-anything-v1-gray.png │ │ │ ├── depth-anything-v2-color.png │ │ │ └── painting.jpg │ └── pose_estimation │ │ ├── .data │ │ ├── annotated_pose_task.png │ │ └── post_estimation-example.png │ │ ├── README.md │ │ ├── labels │ │ └── human-pose.txt │ │ ├── pose_classes.yaml │ │ └── sources │ │ ├── human-pose.jpeg │ │ └── human-pose.json ├── grounding │ ├── sam3 │ │ ├── .data │ │ │ ├── apple.png │ │ │ └── model_diagram.png │ │ └── README.md │ └── yoloe │ │ ├── .data │ │ └── visualization.png │ │ └── README.md ├── interactive_video_object_segmentation │ └── README.md ├── matting │ └── image_matting │ │ ├── .data │ │ ├── British_Shorthair.jpg │ │ └── British_Shorthair.png │ │ └── README.md ├── multiple_object_tracking │ ├── .data │ │ └── tracking_any_task.gif │ ├── README.md │ ├── classes.txt │ └── sources │ │ ├── Bangkok │ │ ├── Bangkok-0.jpg │ │ └── Bangkok-0.json │ │ └── mot │ │ ├── det.txt │ │ ├── gt.txt │ │ └── seqinfo.ini ├── optical_character_recognition │ ├── document_layout_analysis │ │ ├── .data │ │ │ └── annotated_doclayout_task.png │ │ └── README.md │ ├── key_information_extraction │ │ ├── .data │ │ │ ├── annotated_ocr_kie_task.png │ │ │ └── annotated_ppocr_kie_toturial.gif │ │ ├── README.md │ │ ├── ppocr-kie │ │ │ ├── class_list.txt │ │ │ └── ppocr_kie.json │ │ └── sources │ │ │ ├── zh_train_0.jpg │ │ │ └── zh_train_0.json │ └── text_recognition │ │ ├── .data │ │ └── annotated_ocr_recognition.gif │ │ ├── README.md │ │ ├── ppocr-rec │ │ ├── Label.txt │ │ └── rec_gt.txt │ │ └── sources │ │ ├── demo_ocr.json │ │ ├── demo_ocr.png │ │ ├── japan_1.jpg │ │ └── japan_1.json ├── segmentation │ ├── .data │ │ ├── annotated_sam_task.gif │ │ └── segmentation-example.png │ ├── README.md │ ├── binary_semantic_segmentation │ │ ├── mask_grayscale_map.json │ │ ├── masks │ │ │ └── cat_dog.png │ │ └── sources │ │ │ ├── cat_dog.json │ │ │ └── cat_dog.webp │ ├── instance_segmentation │ │ ├── classes.txt │ │ ├── labels │ │ │ └── cat_dog.txt │ │ └── sources │ │ │ ├── cat_dog.json │ │ │ └── cat_dog.webp │ └── multiclass_semantic_segmentation │ │ ├── mask_color_map.json │ │ ├── masks │ │ └── cat_dog.png │ │ └── sources │ │ ├── cat_dog.json │ │ └── cat_dog.webp ├── training │ └── ultralytics │ │ ├── .data │ │ ├── tab_config.png │ │ ├── tab_data.png │ │ └── tab_train.png │ │ └── README.md └── vision_language │ └── florence2 │ └── README.md ├── pyproject.toml ├── requirements-dev.txt ├── requirements-gpu-dev.txt ├── requirements-gpu.txt ├── requirements-macos-dev.txt ├── requirements-macos.txt ├── requirements.txt ├── scripts ├── build_and_publish_pypi.sh ├── build_executable.sh ├── compile_languages.py ├── format_code.sh └── generate_languages.py ├── tests ├── __init__.py ├── test_models │ ├── rmbg_v_1_4.py │ └── test_model_check.py └── test_utils │ └── test_general.py ├── tools ├── label_converter.py ├── label_drawer.py └── onnx_exporter │ ├── export_deimv2_onnx.py │ ├── export_dfine_onnx.py │ ├── export_geco_onnx.py │ ├── export_grounding_dino_onnx.py │ ├── export_internimage_model_onnx.py │ ├── export_pulc_attribute_model_onnx.py │ ├── export_recognize_anything_model_onnx.py │ ├── export_rfdetr_onnx.py │ ├── export_rfdetr_seg_onnx.py │ ├── export_u_rtdetr_onnx.py │ ├── export_yolov10_onnx.py │ ├── export_yolov8_obb_onnx.py │ └── export_yolow_onnx.py ├── x-anylabeling-linux-cpu.spec ├── x-anylabeling-linux-gpu.spec ├── x-anylabeling-macos.spec ├── x-anylabeling-win-cpu.spec ├── x-anylabeling-win-gpu.spec └── x-anylabeling.desktop /.flake8: 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