方法

m A P 50 /%

A P

Window

Balcony

Door

shop

wall

roof

Faster R-CNN [24]

0.415

0.585

0.389

0.436

0.332

0.401

0.347

SSD [25]

0.386

0.513

0.357

0.416

0.315

0.394

0.326

RetinaNet [26]

0.412

0.581

0.384

0.431

0.330

0.402

0.341

Yolov3 [16]

0.389

0.522

0.362

0.417

0.317

0.397

0.324

Yolov5s

0.417

0.578

0.399

0.453

0.327

0.412

0.332

本文方法

0.581

0.802

0.654

0.682

0.395

0.582

0.369