6.2. CV 类算法#
本页列出已在爱芯 NPU 平台完成适配的计算机视觉模型。所有模型可通过 AXERA 模型仓库(Hugging Face | ModelScope)下载预编译 axmodel。
运行示例与上板命令见 示例展示。
6.2.1. 目标检测#
YOLO 系列#
YOLOv5:检测,AX8850N / AX8850 | HuggingFace | ModelScope
YOLOv5-Seg:实例分割,AX8850N / AX8850 | HuggingFace | ModelScope
YOLOv7-Face:人脸检测,AX8850N / AX8850 | HuggingFace | ModelScope
YOLOv8:检测,AX8850N / AX8850 | HuggingFace | ModelScope
YOLOv8-Seg:实例分割,AX8850N / AX8850 | HuggingFace | ModelScope
YOLOv8-Pose:姿态估计,AX8850N / AX8850 | HuggingFace | ModelScope
YOLOv8-Aquarium:水族馆/海洋生物检测,AX8850N / AX8850 | HuggingFace | ModelScope
YOLO11:检测,AX8850N / AX8850 | HuggingFace | ModelScope
YOLO11-Seg:实例分割,AX8850N / AX8850 | HuggingFace | ModelScope
YOLO11-Pose:姿态估计,AX8850N / AX8850 | HuggingFace | ModelScope
yolo11-obb:旋转框检测,AX8850N / AX8850 / AX8910 | HuggingFace | ModelScope
yolo26:检测,AX8850N / AX8850 / AX8910 | HuggingFace | ModelScope
yolo26-seg:实例分割,AX8850N / AX8850 / AX8910 | HuggingFace | ModelScope
yolo26-pose:姿态估计,AX8850N / AX8850 / AX8910 | HuggingFace | ModelScope
yolo26-obb:旋转框检测,AX8850N / AX8850 / AX8910 | HuggingFace | ModelScope
开放词汇 / Transformer 检测#
YOLO-World-V2:开放词汇检测,AX8850N / AX8850 | HuggingFace | ModelScope
RT-DETR:实时端到端检测,AX8850N / AX8850 | HuggingFace | ModelScope
DEIMv2:端到端检测,AX8850N / AX8850 | HuggingFace | ModelScope
Deformable-Detr:Deformable DETR,AX8850N / AX8850 | HuggingFace | ModelScope
OWLViT2:开放词汇视觉检测,AX8850N / AX8850 | HuggingFace | ModelScope
WeDetect:轻量级开放词汇视觉检测 AX8850N / AX8850 | HuggingFace | ModelScope
行业场景检测#
Helmet-axera:安全帽检测 | HuggingFace | ModelScope
Gesture-axera:手势识别 | HuggingFace | ModelScope
E_bike-axera:电动车检测 | HuggingFace | ModelScope
Package-axera:包裹检测 | HuggingFace | ModelScope
Plate-axera:车牌检测 | HuggingFace | ModelScope
Pet-axera:宠物检测 | HuggingFace | ModelScope
Fall-axera:跌倒检测 | HuggingFace | ModelScope
Drone-axera:无人机检测 | HuggingFace | ModelScope
Cow-axera:牛只检测 | HuggingFace | ModelScope
Person_car-axera:人车检测 | HuggingFace | ModelScope
QRCode-axera:二维码检测 | HuggingFace | ModelScope
Bird-Species-Classification:鸟类分类 | HuggingFace | ModelScope
pp-nsfw_Inspector:内容安全审核 | HuggingFace | ModelScope
6.2.2. 分割#
MobileSAM:轻量 Segment Anything,AX8850N / AX8850 | HuggingFace | ModelScope
EdgeTAM:边缘端 Track Anything,AX8850N / AX8850 | HuggingFace | ModelScope
DeepLabv3Plus:语义分割,AX8850N / AX8850 | HuggingFace | ModelScope
6.2.3. 人脸#
Insightface:人脸检测 / 识别 / 关键点,AX8850N / AX8850 | HuggingFace | ModelScope
6.2.4. 深度估计#
Depth-Anything-V2:单目深度估计,AX8850N / AX8850 | HuggingFace | ModelScope
Depth-Anything-3:单目深度估计 v3,AX8850N / AX8910 | HuggingFace | ModelScope
IGEV-plusplus:双目立体匹配,AX8850N / AX8850 | HuggingFace | ModelScope
RAFT-stereo:双目立体匹配,AX8850N / AX8850 | HuggingFace | ModelScope
6.2.5. 图像增强 / 超分 / 修复#
Real-ESRGAN:真实世界超分辨率,AX8850N / AX8850 | HuggingFace | ModelScope
Real-ESRGAN.axera:Real-ESRGAN 方案包,AX8850N / AX8850 | HuggingFace | ModelScope
CodeFormer:人脸修复,AX8850N / AX8850 | HuggingFace | ModelScope
DeOldify:黑白上色,AX8850N / AX8850 | HuggingFace | ModelScope
SuperResolution:通用超分,AX8850N / AX8850 | HuggingFace | ModelScope
Z-Image-Turbo:图像增强,AX8850N / AX8850 | HuggingFace | ModelScope
RIFE.axera:视频插帧,AX8850N / AX8850 | HuggingFace | ModelScope
RMBG-1.4:背景移除,AX8850N / AX8850 | HuggingFace | ModelScope
6.2.6. 跟踪#
MixFormerV2:单目标跟踪,AX8850N / AX8850 | HuggingFace | ModelScope
6.2.7. CLIP / 图文对齐#
clip:OpenAI CLIP,AX8850N / AX8850 | HuggingFace | ModelScope
FG-CLIP:细粒度 CLIP,AX8850N / AX8850 | HuggingFace | ModelScope
MobileCLIP:轻量 CLIP,AX8850N / AX8850 | HuggingFace | ModelScope
LibCLIP:CLIP 推理库,AX8850N / AX8850 | HuggingFace | ModelScope
jina-clip-v2:Jina CLIP v2,AX8850N / AX8850 | HuggingFace | ModelScope
siglip-so400m-patch14-384:SigLIP,AX8850N / AX8850 | HuggingFace | ModelScope
siglip2-base-patch16-224:SigLIP2,AX8850N / AX8850 | HuggingFace | ModelScope
cnclip:中文 CLIP,AX8850N / AX8850 | HuggingFace | ModelScope
ViT-L-14-336__axera:ViT-L/14 CLIP,AX8850N / AX8850 | HuggingFace | ModelScope
ViT-L-14-336-CN__axera:ViT-L/14 中文 CLIP,AX8850N / AX8850 | HuggingFace | ModelScope
dinov3_vits_pretrain_lvd1689m:DINOv3 ViT-S,AX8850N / AX8850 | HuggingFace | ModelScope
immich:Immich 图像分类模型,AX8850N / AX8850 | HuggingFace | ModelScope
6.2.8. 姿态 / 关键点#
superpoint:特征点检测与描述,AX8850N / AX8910 | HuggingFace | ModelScope
RTMPose:实时人体姿态估计,AX8850N / AX8850 | HuggingFace | ModelScope
6.2.9. 生成#
lcm-lora-sdv1-5:Stable Diffusion 1.5 + LCM-LoRA,AX8850N / AX8850 | HuggingFace | ModelScope
LivePortrait:肖像动画驱动,AX8850N / AX8850 | HuggingFace | ModelScope
6.2.10. OCR#
PPOCR_v5:PaddleOCR v5 检测+识别,AX8850N / AX8850 | HuggingFace | ModelScope
satrn:场景文本识别,AX8850N / AX8850 | HuggingFace | ModelScope
OCR_RAG-AX8850N:OCR + RAG 方案,AX8850N / AX8850 | HuggingFace | ModelScope
6.2.11. 3D / BEV#
bevformer:BEV 感知,AX8850N / AX8850 | HuggingFace | ModelScope
centerpoint:3D 目标检测,AX8850N / AX8850 | HuggingFace | ModelScope