paper-with-me

Semi-Supervised Object Detection 벤치마크

Semi-Supervised Object Detection on COCO 2% labeled data

38개 결과 · ⬇ CSV · JSON

mAP

13.93 19.12 24.32 29.51 34.7 2019-12 2026-11 CSD — 13.93 (2019-12-01) CSD — 13.93 (2019-12-01) STAC — 18.25 (2020-05-10) STAC — 18.25 (2020-05-10) Unbiased Teacher — 24.324 (2021-02-18) Unbiased Teacher — 24.324 (2021-02-18) Instant Teaching — 22.45 (2021-03-21) Instant Teaching — 22.45 (2021-03-21) RPL — 23.34 (2021-06-01) RPL — 23.34 (2021-06-01) DETReg — 18.69 (2021-06-08) DETReg — 18.69 (2021-06-08) Adaptive Class-Rebalancing — 28.69 (2021-07-11) Adaptive Class-Rebalancing — 28.69 (2021-07-11) MUM — 24.84 (2021-11-22) MUM — 24.84 (2021-11-22) PseCo — 27.77 (2022-03-30) Omni-DETR — 23.2 (2022-03-30) PseCo — 27.77 (2022-03-30) Omni-DETR — 23.2 (2022-03-30) Unbiased Teacher v2 — 28.37 (2022-06-19) Unbiased Teacher v2 — 28.37 (2022-06-19) VC — 27.7 (2022-07-07) VC — 27.7 (2022-07-07) Consistent-Teacher — 30.7 (2022-09-04) Consistent-Teacher — 30.7 (2022-09-04) ASTOD — 24.85 (2022-12-07) ASTOD — 24.85 (2022-12-07) Efficient Teacher — 28.7 (2023-02-15) Efficient Teacher — 28.7 (2023-02-15) MixTeacher-FRCNN — 29.11 (2023-03-16) MixTeacher-FCOS — 27.88 (2023-03-16) MixTeacher-FRCNN — 29.11 (2023-03-16) MixTeacher-FCOS — 27.88 (2023-03-16) ARSL — 29.08 (2023-03-27) ARSL — 29.08 (2023-03-27) MixPL — 34.7 (2023-12-12) MixPL — 34.7 (2023-12-12) CSD — 13.93 (2019-12-01) STAC — 18.25 (2020-05-10) Unbiased Teacher — 24.324 (2021-02-18) Adaptive Class-Rebalancing — 28.69 (2021-07-11) Consistent-Teacher — 30.7 (2022-09-04) MixPL — 34.7 (2023-12-12)
RankModel mAP PaperCodeYear
1 MixPL 34.7 Mixed Pseudo Labels for Semi-Supervised Object Detection czm369/mixpl 2023
2 Consistent-Teacher 30.7 Consistent-Teacher: Towards Reducing Inconsistent Pseudo-targets in Semi-supervised Object Detection adamdad/consistentteacher 2022
3 MixTeacher-FRCNN 29.11 MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection lliuz/mixteacher 2023
4 ARSL 29.08 Ambiguity-Resistant Semi-Supervised Learning for Dense Object Detection PaddlePaddle/PaddleDetection 2023
5 Efficient Teacher 28.7 Efficient Teacher: Semi-Supervised Object Detection for YOLOv5 modelscope/modelscope · AlibabaResearch/efficientteacher · Mind23-2/MindCode-128 · +1 2023
6 Adaptive Class-Rebalancing 28.69±0.17 Semi-Supervised Object Detection with Adaptive Class-Rebalancing Self-Training 2021
7 Unbiased Teacher v2 28.37±0.03 Unbiased Teacher v2: Semi-supervised Object Detection for Anchor-free and Anchor-based Detectors facebookresearch/unbiased-teacher-v2 2022
8 MixTeacher-FCOS 27.88 MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection lliuz/mixteacher 2023
9 PseCo 27.77 PseCo: Pseudo Labeling and Consistency Training for Semi-Supervised Object Detection ligang-cs/PseCo 2022
10 VC 27.70 Semi-supervised Object Detection via Virtual Category Learning geoffreychen777/vc 2022
11 ASTOD 24.85 Adaptive Self-Training for Object Detection rvandeghen/ASTOD 2022
12 MUM 24.84 MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection jongmokkim/mix-unmix 2021
13 RPL 23.34± 0.18 Rethinking Pseudo Labels for Semi-Supervised Object Detection 2021
14 Omni-DETR 23.2 Omni-DETR: Omni-Supervised Object Detection with Transformers amazon-research/omni-detr 2022
15 Instant Teaching 22.45 Instant-Teaching: An End-to-End Semi-Supervised Object Detection Framework hattrickcr7/SoftTeacher 2021
16 DETReg 18.69±0.2 DETReg: Unsupervised Pretraining with Region Priors for Object Detection amirbar/detreg 2021
17 STAC 18.25±0.25 A Simple Semi-Supervised Learning Framework for Object Detection google-research/ssl_detection · amazon-science/bigdetection · amazon-research/bigdetection · +4 2020
18 CSD 13.93 Consistency-based Semi-supervised Learning for Object detection soo89/CSD-RFCN · MindSpore-paper-code-3/code2 2019
19 Unbiased Teacher 24.324.30 ± 0.07 Unbiased Teacher for Semi-Supervised Object Detection facebookresearch/unbiased-teacher · hikvision-research/SSOD · hik-lab/ssod · +1 2021
20 MixPL 34.7 Mixed Pseudo Labels for Semi-Supervised Object Detection czm369/mixpl 2023
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