跳转至

Research Directions / 研究方向

除各领域主 Zoo 外,dlhub/ 还收录了 100+ 个研究方向子领域,每个方向为一个独立包 (当前每个方向 10 个方法注册标签,本地入口无需下载权重)。下表按批次列出全部方向与包路径; 注册名只表示统一入口;direct baseline wrapper 会依据源码调用保守标为 baseline-alias, 其中只有带审计 key 的条目完成了逐组人工核对,具体等级以 保真度审计baseline 清单为准。

如何使用

大部分方向在包的上级目录附带 <方向名>_zoo.py 构建入口 (如 dlhub/vision/blur_detection_zoo.pydlhub/generative/world_models_zoo.py), 遵循与主 Zoo 相同的一文件一注册组布局;一文件只代表可定位入口,不自动代表独立机制; 其余方向以方法注册包的形式提供,由对应 track lesson 与测试直接引用。


Research Directions / 研究方向(一)

方向 当前注册标签数 包路径
ReID / 行人重识别 10 dlhub/vision/reid/
OCR / 文字识别 10 dlhub/vision/ocr/
Depth Estimation / 深度估计 10 dlhub/vision/depth_estimation/
Dehazing / 去雾 10 dlhub/vision/dehazing/
Deblurring / 去模糊 10 dlhub/vision/deblurring/
Saliency Detection / 显著性检测 10 dlhub/vision/saliency_detection/
Anomaly Detection / 异常检测 10 dlhub/vision/anomaly_detection/
Image Retrieval / 图像检索 10 dlhub/vision/image_retrieval/
Medical Segmentation / 医学分割 10 dlhub/vision/medical_segmentation/
Remote Sensing Detection / 遥感检测 10 dlhub/vision/remote_sensing_detection/

Research Directions / 研究方向(二)

方向 当前注册标签数 包路径
HOI Detection / 人物交互检测 10 dlhub/vision/hoi_detection/
Weakly Supervised Detection / 弱监督检测 10 dlhub/vision/weakly_supervised_detection/
Weakly Supervised Segmentation / 弱监督分割 10 dlhub/vision/weakly_supervised_segmentation/
Video Object Segmentation / 视频目标分割 10 dlhub/vision/video_object_segmentation/
Crowd Counting / 人群计数 10 dlhub/vision/crowd_counting/
Face Detection / 人脸检测 10 dlhub/vision/face_detection/
Face Alignment / 人脸对齐 10 dlhub/vision/face_alignment/
Human Pose Estimation / 人体姿态估计 10 dlhub/vision/human_pose_estimation/
Video Restoration / 视频修复 10 dlhub/vision/video_restoration/
Geo-localization / 地理定位 10 dlhub/vision/geo_localization/

Research Directions / 研究方向(三)

方向 当前注册标签数 包路径
Text Detection / 文本检测 10 dlhub/vision/text_detection/
Text Recognition / 文本识别 10 dlhub/vision/text_recognition/
Video Instance Segmentation / 视频实例分割 10 dlhub/vision/video_instance_segmentation/
3D Pose Estimation / 3D 姿态估计 10 dlhub/vision/pose_estimation_3d/
6D Pose Estimation / 6D 姿态估计 10 dlhub/vision/sixd_pose_estimation/
Face Anti-Spoofing / 活体检测 10 dlhub/vision/face_anti_spoofing/
Facial Expression Recognition / 表情识别 10 dlhub/vision/facial_expression_recognition/
Person Attribute Recognition / 行人属性识别 10 dlhub/vision/person_attribute_recognition/
License Plate Recognition / 车牌识别 10 dlhub/vision/license_plate_recognition/
Sketch Retrieval / 草图检索 10 dlhub/vision/sketch_retrieval/

Research Directions / 研究方向(四)

方向 当前注册标签数 包路径
Image Matting / 图像抠图 10 dlhub/vision/image_matting/
Image Harmonization / 图像协调 10 dlhub/vision/image_harmonization/
Image Inpainting / 图像修复 10 dlhub/vision/image_inpainting/
Image Fusion / 图像融合 10 dlhub/vision/image_fusion/
Image Stitching / 图像拼接 10 dlhub/vision/image_stitching/
Temporal Action Localization / 时序动作定位 10 dlhub/vision/temporal_action_localization/
Gaze Estimation / 视线估计 10 dlhub/vision/gaze_estimation/
Trajectory Prediction / 轨迹预测 10 dlhub/vision/trajectory_prediction/
Scene Graph Generation / 场景图生成 10 dlhub/vision/scene_graph_generation/
Camouflaged Object Detection / 伪装物体检测 10 dlhub/vision/camouflaged_object_detection/

Research Directions / 研究方向(五)

方向 当前注册标签数 包路径
Image Editing / 图像编辑 10 dlhub/vision/image_editing/
Multi-focus Fusion / 多焦点图像融合 10 dlhub/vision/multi_focus_fusion/
Online Handwriting Recognition / 联机手写汉字识别 10 dlhub/vision/online_handwriting_recognition/
Lane Topology Estimation / 车道图估计 10 dlhub/vision/lane_topology_estimation/
Remote Sensing Change Detection / 遥感变化检测 10 dlhub/vision/remote_sensing_change_detection/
Cross-view Geo-localization / 跨视图地理定位 10 dlhub/vision/cross_view_geo_localization/
Video Understanding / 视频理解 10 dlhub/vision/video_understanding/
Video Enhancement / 视频增强 10 dlhub/vision/video_enhancement/
Image Matching / 图像匹配 10 dlhub/vision/image_matching/
Feature Matching / 特征匹配 10 dlhub/vision/feature_matching/

Research Directions / 研究方向(六)

方向 当前注册标签数 包路径
Low-light Enhancement / 低光增强 10 dlhub/vision/low_light_enhancement/
Image Colorization / 图像上色 10 dlhub/vision/image_colorization/
Referring Expression Comprehension / 指代表达理解 10 dlhub/vision/referring_expression_comprehension/
Referring Expression Segmentation / 指代表达分割 10 dlhub/vision/referring_expression_segmentation/
Open-vocabulary Segmentation / 开放词汇分割 10 dlhub/vision/open_vocabulary_segmentation/
Video Temporal Grounding / 视频时序定位 10 dlhub/vision/video_temporal_grounding/
Document Understanding / 文档理解 10 dlhub/vision/document_understanding/
Shadow Removal / 阴影去除 10 dlhub/vision/shadow_removal/
Reflection Removal / 反光去除 10 dlhub/vision/reflection_removal/
Novel View Synthesis / 新视角合成 10 dlhub/vision/novel_view_synthesis/

Research Directions / 研究方向(七)

方向 当前注册标签数 包路径
Optical Flow / 光流估计 10 dlhub/vision/optical_flow/
Person Search / 行人搜索 10 dlhub/vision/person_search/
Human Parsing / 人体解析 10 dlhub/vision/human_parsing/
Scene Text Spotting / 场景文本检测识别一体化 10 dlhub/vision/scene_text_spotting/
Stereo Matching / 双目匹配 10 dlhub/vision/stereo_matching/
Video Captioning / 视频描述 10 dlhub/vision/video_captioning/
Video Question Answering / 视频问答 10 dlhub/vision/video_question_answering/
Few-shot Recognition / 小样本识别 10 dlhub/vision/few_shot_recognition/
Interactive Segmentation / 交互式分割 10 dlhub/vision/interactive_segmentation/
Human Mesh Recovery / 人体网格恢复 10 dlhub/vision/human_mesh_recovery/

Research Directions / 研究方向(八)

方向 当前注册标签数 包路径
Image Quality Assessment / 图像质量评估 10 dlhub/vision/image_quality_assessment/
Aesthetic Assessment / 美学评分 10 dlhub/vision/aesthetic_assessment/
Video Quality Assessment / 视频质量评估 10 dlhub/vision/video_quality_assessment/
Visual Dialog / 视觉对话 10 dlhub/vision/visual_dialog/
Visual Entailment / 视觉蕴含 10 dlhub/vision/visual_entailment/
Image Captioning / 图像描述 10 dlhub/vision/image_captioning/
Phrase Grounding / 短语定位 10 dlhub/vision/phrase_grounding/
Depth Completion / 深度补全 10 dlhub/vision/depth_completion/
Surface Normal Estimation / 法线估计 10 dlhub/vision/surface_normal_estimation/
Point Cloud Registration / 点云配准 10 dlhub/pointcloud/registration/

Research Directions / 研究方向(九)

方向 当前注册标签数 包路径
Image Quality Assessment / 图像质量评估 10 dlhub/vision/image_quality_assessment/
Aesthetic Assessment / 美学评分 10 dlhub/vision/aesthetic_assessment/
Video Quality Assessment / 视频质量评估 10 dlhub/vision/video_quality_assessment/
Visual Dialog / 视觉对话 10 dlhub/vision/visual_dialog/
Visual Entailment / 视觉蕴含 10 dlhub/vision/visual_entailment/
Image Captioning / 图像描述 10 dlhub/vision/image_captioning/
Phrase Grounding / 短语定位 10 dlhub/vision/phrase_grounding/
Depth Completion / 深度补全 10 dlhub/vision/depth_completion/
Surface Normal Estimation / 法线估计 10 dlhub/vision/surface_normal_estimation/
Point Cloud Registration / 点云配准 10 dlhub/pointcloud/registration/

Research Directions / 研究方向(十)

方向 当前注册标签数 包路径
Edge Detection / 边缘检测 10 dlhub/vision/edge_detection/
Line Segment Detection / 线段检测 10 dlhub/vision/line_segment_detection/
Contour Detection / 轮廓检测 10 dlhub/vision/contour_detection/
Defect Detection / 缺陷检测 10 dlhub/vision/defect_detection/
Document Layout Analysis / 文档版面分析 10 dlhub/vision/document_layout_analysis/
Table Structure Recognition / 表格结构识别 10 dlhub/vision/table_structure_recognition/
Chart Understanding / 图表理解 10 dlhub/vision/chart_understanding/
Fashion Compatibility / 时尚搭配预测 10 dlhub/vision/fashion_compatibility/
Food Recognition / 食物识别 10 dlhub/vision/food_recognition/
Symbol Recognition / 符号识别 10 dlhub/vision/symbol_recognition/

Research Directions / 研究方向(十一)

方向 当前注册标签数 包路径
Edge Detection / 边缘检测 10 dlhub/vision/edge_detection/
Line Segment Detection / 线段检测 10 dlhub/vision/line_segment_detection/
Contour Detection / 轮廓检测 10 dlhub/vision/contour_detection/
Defect Detection / 缺陷检测 10 dlhub/vision/defect_detection/
Document Layout Analysis / 文档版面分析 10 dlhub/vision/document_layout_analysis/
Table Structure Recognition / 表格结构识别 10 dlhub/vision/table_structure_recognition/
Chart Understanding / 图表理解 10 dlhub/vision/chart_understanding/
Fashion Compatibility / 时尚搭配预测 10 dlhub/vision/fashion_compatibility/
Food Recognition / 食物识别 10 dlhub/vision/food_recognition/
Symbol Recognition / 符号识别 10 dlhub/vision/symbol_recognition/

Research Directions / 研究方向(十二)

方向 当前注册标签数 包路径
Visual Prompting / 视觉提示建模 10 dlhub/vision/visual_prompting/
Visual Place Recognition / 视觉地点识别 10 dlhub/vision/visual_place_recognition/
Video Prediction / 视频预测 10 dlhub/vision/video_prediction/
Pose Tracking / 姿态跟踪 10 dlhub/vision/pose_tracking/
Pedestrian Attribute Analysis / 行人属性分析 10 dlhub/vision/pedestrian_attribute_analysis/
Object Counting / 目标计数 10 dlhub/vision/object_counting/
Multimodal Fusion / 多模态融合 10 dlhub/vision/multimodal_fusion/
Image Forensics / 图像取证 10 dlhub/vision/image_forensics/
Graphical Document Parsing / 图形文档解析 10 dlhub/vision/graphical_document_parsing/
Fine-Grained Retrieval / 细粒度检索 10 dlhub/vision/fine_grained_retrieval/

Research Directions / 研究方向(十三)

方向 当前注册标签数 包路径
Video Frame Interpolation / 视频插帧 10 dlhub/vision/video_frame_interpolation/
Video Stabilization / 视频稳像 10 dlhub/vision/video_stabilization/
Video Object Detection / 视频目标检测 10 dlhub/vision/video_object_detection/
Document Dewarping / 文档矫正 10 dlhub/vision/document_dewarping/
Layout Generation / 布局生成 10 dlhub/vision/layout_generation/
Adversarial Robustness / 对抗鲁棒性 10 dlhub/vision/adversarial_robustness/
Data Augmentation / 数据增广 10 dlhub/vision/data_augmentation/
Image Synthesis / 图像合成 10 dlhub/vision/image_synthesis/
Prompt Learning / 多模态 Prompt Learning 10 dlhub/multimodal/prompt_learning/
Gaussian Splatting / 3DGS 10 dlhub/pointcloud/gaussian_splatting/

Research Directions / 研究方向(十四)

方向 当前注册标签数 包路径
Image Relighting / 图像重照明 10 dlhub/vision/image_relighting/
Transparent Object Segmentation / 透明物体分割 10 dlhub/vision/transparent_object_segmentation/
Video Matting / 视频抠像 10 dlhub/vision/video_matting/
Event Camera Understanding / 事件相机理解 10 dlhub/vision/event_camera_understanding/
Scene Flow / 场景流 10 dlhub/pointcloud/scene_flow/
Point Cloud Completion / 点云补全 10 dlhub/pointcloud/pointcloud_completion/
Audio-Visual Learning / 音视学习 10 dlhub/multimodal/audio_visual_learning/
Multimodal Reasoning / 多模态推理 10 dlhub/multimodal/multimodal_reasoning/
Video Diffusion / 视频扩散 10 dlhub/generative/video_diffusion/
Text-to-3D / 文本生成三维 10 dlhub/generative/text_to_3d/

Research Directions / 研究方向(十五)

方向 当前注册标签数 包路径
Image Deraining / 图像去雨 10 dlhub/vision/image_deraining/
Shadow Detection / 阴影检测 10 dlhub/vision/shadow_detection/
Point Cloud Upsampling / 点云上采样 10 dlhub/pointcloud/pointcloud_upsampling/
Shape Correspondence 3D / 三维形状对应 10 dlhub/pointcloud/shape_correspondence_3d/
Open Vocabulary 3D / 开放词表三维 10 dlhub/pointcloud/open_vocabulary_3d/
Image-Text Retrieval / 图文检索 10 dlhub/multimodal/image_text_retrieval/
Vision-Language Navigation / 视觉语言导航 10 dlhub/multimodal/vision_language_navigation/
Document VLM / 文档 VLM 10 dlhub/multimodal/document_vlm/
Image-to-Video / 图生视频 10 dlhub/generative/image_to_video/
Image-to-3D / 图生三维 10 dlhub/generative/image_to_3d/

Research Directions / 研究方向(十六)

方向 当前注册标签数 包路径
Image Deweathering / 图像去天气 10 dlhub/vision/image_deweathering/
Transparent Depth Estimation / 透明体深度估计 10 dlhub/vision/transparent_depth_estimation/
Point Cloud Forecasting / 点云预测 10 dlhub/pointcloud/pointcloud_forecasting/
Point Cloud Anomaly Detection / 点云异常检测 10 dlhub/pointcloud/pointcloud_anomaly_detection/
Video-Text Retrieval / 视频文本检索 10 dlhub/multimodal/video_text_retrieval/
Embodied Question Answering / 具身问答 10 dlhub/multimodal/embodied_question_answering/
Audio-Text Understanding / 音频文本理解 10 dlhub/multimodal/audio_text_understanding/
Text-to-Video / 文本生成视频 10 dlhub/generative/text_to_video/
Video-to-Video / 视频生成视频 10 dlhub/generative/video_to_video/
World Models / 世界模型 10 dlhub/generative/world_models/

Research Directions / 研究方向(十七)

方向 当前注册标签数 包路径
Pedestrian Detection / 行人检测 10 dlhub/vision/pedestrian_detection/
Road Scene Understanding / 道路场景理解 10 dlhub/vision/road_scene_understanding/
Salient Object Detection / 显著性目标检测 10 dlhub/vision/salient_object_detection/
Face Attribute Recognition / 人脸属性识别 10 dlhub/vision/face_attribute_recognition/
Face Occlusion Estimation / 人脸遮挡估计 10 dlhub/vision/face_occlusion_estimation/
Deepfake Detection / 假脸检测 10 dlhub/vision/deepfake_detection/
Face Verification / 人脸验证 10 dlhub/vision/face_verification/
Face Identification / 人脸识别 10 dlhub/vision/face_identification/
Face Retrieval / 人脸检索 10 dlhub/vision/face_retrieval/
Face Pose Estimation / 人脸姿态估计 10 dlhub/vision/face_pose_estimation/

Research Directions / 研究方向(十八)

方向 当前注册标签数 包路径
Hand Pose Estimation / 手部姿态估计 10 dlhub/vision/hand_pose_estimation/
Gesture Recognition / 手势识别 10 dlhub/vision/gesture_recognition/
Finger Count Estimation / 手指计数估计 10 dlhub/vision/finger_count_estimation/
Handedness Classification / 左右手分类 10 dlhub/vision/handedness_classification/
Palm Orientation Estimation / 掌心朝向估计 10 dlhub/vision/palm_orientation_estimation/
Sign Digit Classification / 手势数字分类 10 dlhub/vision/sign_digit_classification/
Finger Spread Estimation / 手指张开度估计 10 dlhub/vision/finger_spread_estimation/
Thumb Position Classification / 拇指位置分类 10 dlhub/vision/thumb_position_classification/
Finger Curvature Estimation / 手指弯曲度估计 10 dlhub/vision/finger_curvature_estimation/
Thumb Contact Classification / 拇指接触分类 10 dlhub/vision/thumb_contact_classification/

Research Directions / 研究方向(十九)

方向 当前注册标签数 包路径
Anchor-Free Detection / Anchor-Free 检测 10 dlhub/vision/anchor_free_detection/
Keypoint Regression / 关键点回归 10 dlhub/vision/keypoint_regression/
UNet Segmentation / UNet 分割 10 dlhub/vision/unet_segmentation/
YOLACT Instance Segmentation / YOLACT 实例分割 10 dlhub/vision/yolact_instance_segmentation/
Neural Style Transfer / 神经风格迁移 10 dlhub/vision/neural_style_transfer/
Image Translation / 图像翻译 10 dlhub/vision/image_translation/
Monocular Depth Estimation / 单目深度估计 10 dlhub/vision/monocular_depth_estimation/
Salient Object Detection Boxes / 显著性目标框检测 10 dlhub/vision/salient_object_detection_boxes/
Face Landmark Detection / 人脸关键点检测 10 dlhub/vision/face_landmark_detection/
Face Liveness Detection / 人脸活体检测 10 dlhub/vision/face_liveness_detection/

Research Directions / 研究方向(二十)

方向 当前注册标签数 包路径
Open Vocabulary Detection / 开放词表检测 10 dlhub/vision/open_vocabulary_detection/
Few-Shot Segmentation / 小样本分割 10 dlhub/vision/few_shot_segmentation/
Object Proposal Generation / 目标候选框生成 10 dlhub/vision/object_proposal_generation/
Image Moire Removal / 图像去摩尔纹 10 dlhub/vision/image_moire_removal/
Raindrop Removal / 雨滴去除 10 dlhub/vision/raindrop_removal/
Compression Artifact Reduction / 压缩伪影去除 10 dlhub/vision/compression_artifact_reduction/
Document Binarization / 文档二值化 10 dlhub/vision/document_binarization/
Crowd Localization / 人群定位 10 dlhub/vision/crowd_localization/
Homography Estimation / 单应性估计 10 dlhub/vision/homography_estimation/
Camera Pose Estimation / 相机位姿估计 10 dlhub/vision/camera_pose_estimation/

Research Directions / 研究方向(二十一)

方向 当前注册标签数 包路径
Infrared Small Target Detection / 红外小目标检测 10 dlhub/vision/infrared_small_target_detection/
Blur Detection / 模糊检测 10 dlhub/vision/blur_detection/
Camera Calibration / 相机标定 10 dlhub/vision/camera_calibration/
Vanishing Point Detection / 消失点检测 10 dlhub/vision/vanishing_point_detection/
Image Outpainting / 图像外延生成 10 dlhub/vision/image_outpainting/
Underwater Image Enhancement / 水下图像增强 10 dlhub/vision/underwater_image_enhancement/
Gaze Following / 视线跟随 10 dlhub/vision/gaze_following/
Object Discovery / 目标发现 10 dlhub/vision/object_discovery/
Motion Segmentation / 运动分割 10 dlhub/vision/motion_segmentation/
Salient Instance Segmentation / 显著性实例分割 10 dlhub/vision/salient_instance_segmentation/

Research Directions / 研究方向(二十二)

方向 当前注册标签数 包路径
Mirror Segmentation / 镜面分割 10 dlhub/vision/mirror_segmentation/
Hand Segmentation / 手部分割 10 dlhub/vision/hand_segmentation/
Iris Segmentation / 虹膜分割 10 dlhub/vision/iris_segmentation/
Pupil Detection / 瞳孔检测 10 dlhub/vision/pupil_detection/
Crack Detection / 裂缝检测 10 dlhub/vision/crack_detection/
Glare Detection / 眩光检测 10 dlhub/vision/glare_detection/
Lens Flare Removal / 镜头光斑去除 10 dlhub/vision/lens_flare_removal/
Illumination Estimation / 光照估计 10 dlhub/vision/illumination_estimation/
Exposure Correction / 曝光校正 10 dlhub/vision/exposure_correction/
Reflection Detection / 反射检测 10 dlhub/vision/reflection_detection/