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Object Detection
벤치마크
Object Detection on PASCAL VOC 2012
35개 결과 ·
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MAP
34.66
50.3
65.93
81.56
97.2
2014-07
2026-09
SDS — 50.7 (2014-07-07)
SDS — 50.7 (2014-07-07)
SDS — 50.7 (2014-07-07)
SDS — 50.7 (2014-07-07)
SDS — 50.7 (2014-07-07)
YOLO — 57.9 (2015-06-08)
YOLO — 57.9 (2015-06-08)
YOLO — 57.9 (2015-06-08)
YOLO — 57.9 (2015-06-08)
YOLO — 57.9 (2015-06-08)
SSD512 (07+12+COCO) — 80.0 (2015-12-08)
SSD512 (07+12+COCO) — 80.0 (2015-12-08)
SSD512 (07+12+COCO) — 80.0 (2015-12-08)
SSD512 (07+12+COCO) — 80.0 (2015-12-08)
SSD512 (07+12+COCO) — 80.0 (2015-12-08)
LRPCMP:a2+ — 42.1 (2019-10-22)
LRPCMP:a1+ — 34.66 (2019-10-22)
LRPCMP:a2+ — 42.1 (2019-10-22)
LRPCMP:a1+ — 34.66 (2019-10-22)
LRPCMP:a2+ — 42.1 (2019-10-22)
LRPCMP:a1+ — 34.66 (2019-10-22)
LRPCMP:a2+ — 42.1 (2019-10-22)
LRPCMP:a1+ — 34.66 (2019-10-22)
LRPCMP:a2+ — 42.1 (2019-10-22)
LRPCMP:a1+ — 34.66 (2019-10-22)
InternImage-H — 97.2 (2022-11-10)
InternImage-H — 97.2 (2022-11-10)
InternImage-H — 97.2 (2022-11-10)
InternImage-H — 97.2 (2022-11-10)
InternImage-H — 97.2 (2022-11-10)
YOLO-Former — 86.01 (2024-01-11)
YOLO-Former — 86.01 (2024-01-11)
YOLO-Former — 86.01 (2024-01-11)
YOLO-Former — 86.01 (2024-01-11)
YOLO-Former — 86.01 (2024-01-11)
SDS — 50.7 (2014-07-07)
YOLO — 57.9 (2015-06-08)
SSD512 (07+12+COCO) — 80.0 (2015-12-08)
InternImage-H — 97.2 (2022-11-10)
2014-07-07 — SDS: MAP 50.7
2015-06-08 — YOLO: MAP 57.9
2015-12-08 — SSD512 (07+12+COCO): MAP 80.0
2022-11-10 — InternImage-H: MAP 97.2
Rank
Model
MAP
Extra Training Data
Paper
Code
Year
1
InternImage-H
97.2
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions
opengvlab/internimage
·
OpenGVLab/M3I-Pretraining
·
chenller/mmseg-extension
2022
2
YOLO-Former
86.01
✓
YOLO-Former: YOLO Shakes Hand With ViT
2024
3
SSD512 (07+12+COCO)
80
SSD: Single Shot MultiBox Detector
open-mmlab/mmdetection
·
serengil/deepface
·
pytorch/vision
·
+218
2015
4
YOLO
57.9
You Only Look Once: Unified, Real-Time Object Detection
AlexeyAB/darknet
·
PaddlePaddle/PaddleDetection
·
thtrieu/darkflow
·
+141
2015
5
SDS
50.7
Simultaneous Detection and Segmentation
2014
6
LRPCMP:a2+
42.1
Towards Best Practice in Explaining Neural Network Decisions with LRP
sebastian-lapuschkin/lrp_toolbox
2019
7
LRPCMP:a1+
34.66
Towards Best Practice in Explaining Neural Network Decisions with LRP
sebastian-lapuschkin/lrp_toolbox
2019
8
InternImage-H
97.2
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions
opengvlab/internimage
·
OpenGVLab/M3I-Pretraining
·
chenller/mmseg-extension
2022
9
YOLO-Former
86.01
✓
YOLO-Former: YOLO Shakes Hand With ViT
2024
10
SSD512 (07+12+COCO)
80
SSD: Single Shot MultiBox Detector
open-mmlab/mmdetection
·
serengil/deepface
·
pytorch/vision
·
+218
2015
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