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SotA/Methodology/2D Classification/PASCAL VOC 2012 test

2D Classification on PASCAL VOC 2012 test

Metric: MAP (higher is better)

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#Model↕MAP▼AugmentationsPaperDate↕Code
1WeakSAM-MIST-DINO (with SAM)70.2NoWeakSAM: Segment Anything Meets Weakly-supervise...2024-02-22Code
2WeakSAM-MIST-Faster RCNN (with SAM)69.2NoWeakSAM: Segment Anything Meets Weakly-supervise...2024-02-22Code
3WeakSAM-MIST (with SAM)66.9NoWeakSAM: Segment Anything Meets Weakly-supervise...2024-02-22Code
4WeakSAM-OICR-DINO (with SAM)63.7NoWeakSAM: Segment Anything Meets Weakly-supervise...2024-02-22Code
5WeakSAM-OICR-Faster RCNN (with SAM)62.9NoWeakSAM: Segment Anything Meets Weakly-supervise...2024-02-22Code
6WeakSAM-OICR (with SAM)58.4NoWeakSAM: Segment Anything Meets Weakly-supervise...2024-02-22Code
7OD-WSCL54.6NoObject Discovery via Contrastive Learning for We...2022-08-16Code
8CASD(VGG16)53.6NoComprehensive Attention Self-Distillation for We...2020-10-22Code
9wetectron(single-model)52.1NoInstance-aware, Context-focused, and Memory-effi...2020-04-09Code
10C-MIDN+FRCNN50.3No---
11Pred Net (Ens)49.5NoDissimilarity Coefficient based Weakly Supervise...2018-11-25-
12Our-Ens49.5NoTowards Precise End-to-end Weakly Supervised Obj...2019-11-27Code
13Ours + FRCNN48.1NoObject-Aware Instance Labeling for Weakly Superv...2019-08-10-
14Ours+FRCNN48NoUtilizing the Instability in Weakly Supervised O...2019-06-14-
15WSD+PGE+PGA+FSD247.8No---
16WSOD247.2NoWSOD^2: Learning Bottom-up and Top-down Objectne...2019-09-11-
17C-MIL46.7NoC-MIL: Continuation Multiple Instance Learning f...2019-04-11Code
18OIM+IR+FRCNN46.4NoObject Instance Mining for Weakly Supervised Obj...2020-02-04Code
19WS-JDS FRCNN46.1No--Code
20PCL-OB-G-Ens + FRCNN44.2NoPCL: Proposal Cluster Learning for Weakly Superv...2018-07-09Code
21OICR + W-RPN43.2No---
22ZLDN-L42.9NoZigzag Learning for Weakly Supervised Object Det...2018-04-25-
23WebRelETH42.8YesExploiting Web Images for Weakly Supervised Obje...2017-07-27-
24OICR-Ens + FRCNN42.5NoMultiple Instance Detection Network with Online ...2017-04-01Code
25MELM42.4NoMin-Entropy Latent Model for Weakly Supervised O...2019-02-16Code
26Deep Self-Taught Learning38.3NoDeep Self-Taught Learning for Weakly Supervised ...2017-04-18-
27WCCN37.9NoWeakly Supervised Cascaded Convolutional Networks2016-11-24-
28LM-VGPMIL37.8No--Code
29NSOD36.6YesTraining Object Detectors from Few Weakly-Labele...2019-12-01-
30MSLPD35.4NoFew-Example Object Detection with Model Communic...2017-06-26Code
31WSDDN + context35.3NoContextLocNet: Context-Aware Deep Network Models...2016-09-14Code
32Our scheme35.2No---