paper-with-me

Semi-Supervised Object Detection 벤치마크

Semi-Supervised Object Detection on COCO 5% labeled data

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mAP

24.38 28.31 32.24 36.17 40.1 2020-05 2026-11 STAC — 24.38 (2020-05-10) STAC — 24.38 (2020-05-10) Unbiased Teacher — 28.27 (2021-02-18) Unbiased Teacher — 28.27 (2021-02-18) Instant Teaching — 26.75 (2021-03-21) Instant Teaching — 26.75 (2021-03-21) RPL — 28.4 (2021-06-01) RPL — 28.4 (2021-06-01) DETReg — 24.8 (2021-06-08) DETReg — 24.8 (2021-06-08) Soft Teacher + Swin-L(HTC++, multi-scale) — 30.74 (2021-06-16) Soft Teacher + Swin-L(HTC++, multi-scale) — 30.74 (2021-06-16) Adaptive Class-Rebalancing — 31.35 (2021-07-11) Adaptive Class-Rebalancing — 31.35 (2021-07-11) MUM — 28.52 (2021-11-22) MUM — 28.52 (2021-11-22) PseCo — 32.5 (2022-03-30) Omni-DETR — 30.2 (2022-03-30) PseCo — 32.5 (2022-03-30) Omni-DETR — 30.2 (2022-03-30) Unbiased Teacher v2 — 31.85 (2022-06-19) Unbiased Teacher v2 — 31.85 (2022-06-19) Dense Teacher — 33.01 (2022-07-06) Dense Teacher — 33.01 (2022-07-06) VC — 32.05 (2022-07-07) VC — 32.05 (2022-07-07) Polishing Teacher — 32.1 (2022-07-17) Polishing Teacher — 32.1 (2022-07-17) SSOD with OCL and RUPL — 30.66 (2022-12-06) SSOD with OCL and RUPL — 30.66 (2022-12-06) ASTOD — 30.43 (2022-12-07) ASTOD — 30.43 (2022-12-07) Efficient Teacher — 34.11 (2023-02-15) Efficient Teacher — 34.11 (2023-02-15) MixTeacher-FRCNN — 34.06 (2023-03-16) MixTeacher-FCOS — 33.42 (2023-03-16) MixTeacher-FRCNN — 34.06 (2023-03-16) MixTeacher-FCOS — 33.42 (2023-03-16) ARSL — 34.45 (2023-03-27) ARSL — 34.45 (2023-03-27) Revisiting Class Imbalance — 32.21 (2023-06-04) Revisiting Class Imbalance — 32.21 (2023-06-04) Semi-DETR — 40.1 (2023-07-16) Semi-DETR — 40.1 (2023-07-16) MixPL — 40.1 (2023-12-12) MixPL — 40.1 (2023-12-12) STAC — 24.38 (2020-05-10) Unbiased Teacher — 28.27 (2021-02-18) RPL — 28.4 (2021-06-01) Soft Teacher + Swin-L(HTC++, multi-scale) — 30.74 (2021-06-16) Adaptive Class-Rebalancing — 31.35 (2021-07-11) PseCo — 32.5 (2022-03-30) Dense Teacher — 33.01 (2022-07-06) Efficient Teacher — 34.11 (2023-02-15) ARSL — 34.45 (2023-03-27) Semi-DETR — 40.1 (2023-07-16)
RankModel mAP PaperCodeYear
1 Semi-DETR 40.1 Semi-DETR: Semi-Supervised Object Detection with Detection Transformers PaddlePaddle/PaddleDetection · PaddlePaddle/PaddleDetection · JCZ404/Semi-DETR 2023
1 MixPL 40.1 Mixed Pseudo Labels for Semi-Supervised Object Detection czm369/mixpl 2023
3 ARSL 34.45 Ambiguity-Resistant Semi-Supervised Learning for Dense Object Detection PaddlePaddle/PaddleDetection 2023
4 Efficient Teacher 34.11 Efficient Teacher: Semi-Supervised Object Detection for YOLOv5 modelscope/modelscope · AlibabaResearch/efficientteacher · Mind23-2/MindCode-128 · +1 2023
5 MixTeacher-FRCNN 34.06 MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection lliuz/mixteacher 2023
6 MixTeacher-FCOS 33.42 MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection lliuz/mixteacher 2023
7 Dense Teacher 33.01 Dense Teacher: Dense Pseudo-Labels for Semi-supervised Object Detection PaddlePaddle/PaddleDetection · megvii-basedetection/denseteacher 2022
8 PseCo 32.5 PseCo: Pseudo Labeling and Consistency Training for Semi-Supervised Object Detection ligang-cs/PseCo 2022
9 Revisiting Class Imbalance 32.21 Revisiting Class Imbalance for End-to-end Semi-Supervised Object Detection 2023
10 Polishing Teacher 32.10±0.15 Mind the Gap: Polishing Pseudo labels for Accurate Semi-supervised Object Detection snowdusky/dualpolishlearning 2022
11 VC 32.05 Semi-supervised Object Detection via Virtual Category Learning geoffreychen777/vc 2022
12 Unbiased Teacher v2 31.85±0.09 Unbiased Teacher v2: Semi-supervised Object Detection for Anchor-free and Anchor-based Detectors facebookresearch/unbiased-teacher-v2 2022
13 Adaptive Class-Rebalancing 31.35±0.13 Semi-Supervised Object Detection with Adaptive Class-Rebalancing Self-Training 2021
14 Soft Teacher + Swin-L(HTC++, multi-scale) 30.74 End-to-End Semi-Supervised Object Detection with Soft Teacher microsoft/SoftTeacher · amazon-science/bigdetection · amazon-research/bigdetection · +5 2021
15 SSOD with OCL and RUPL 30.66 Semi-Supervised Object Detection with Object-wise Contrastive Learning and Regression Uncertainty 2022
16 ASTOD 30.43 Adaptive Self-Training for Object Detection rvandeghen/ASTOD 2022
17 Omni-DETR 30.2 Omni-DETR: Omni-Supervised Object Detection with Transformers amazon-research/omni-detr 2022
18 MUM 28.52 MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection jongmokkim/mix-unmix 2021
19 RPL 28.4 ± 0.15 Rethinking Pseudo Labels for Semi-Supervised Object Detection 2021
20 Unbiased Teacher 28.27± 0.11 Unbiased Teacher for Semi-Supervised Object Detection facebookresearch/unbiased-teacher · hikvision-research/SSOD · hik-lab/ssod · +1 2021
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