2D Classification on PASCAL VOC 2007

Metric: MAP (higher is better)

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#	Model↕	MAP▼	Augmentations	Paper	Date↕	Code
1	WeakSAM-MIST-DINO (with SAM)	73.4	No	WeakSAM: Segment Anything Meets Weakly-supervise...	2024-02-22	Code
2	WeakSAM-MIST-Faster RCNN (with SAM)	71.8	No	WeakSAM: Segment Anything Meets Weakly-supervise...	2024-02-22	Code
3	WeakSAM-MIST (with SAM)	67.4	No	WeakSAM: Segment Anything Meets Weakly-supervise...	2024-02-22	Code
4	WeakSAM-OICR-DINO (with SAM)	66.1	No	WeakSAM: Segment Anything Meets Weakly-supervise...	2024-02-22	Code
5	WeakSAM-OICR-Faster RCNN (with SAM)	65.7	No	WeakSAM: Segment Anything Meets Weakly-supervise...	2024-02-22	Code
6	ORE (MDef-DETR)	64.03	No	Class-agnostic Object Detection with Multi-modal...	2021-11-22	Code
7	WeakSAM-OICR (with SAM)	58.9	No	WeakSAM: Segment Anything Meets Weakly-supervise...	2024-02-22	Code
8	wetectron (single mode, 07+12)	58.1	Yes	Instance-aware, Context-focused, and Memory-effi...	2020-04-09	Code
9	CASD(VGG16)	56.8	No	Comprehensive Attention Self-Distillation for We...	2020-10-22	Code
10	ORE	56.34	No	Towards Open World Object Detection	2021-03-03	Code
11	OD-WSCL	56.1	No	Object Discovery via Contrastive Learning for We...	2022-08-16	Code
12	wetectron(single-model)	54.9	No	Instance-aware, Context-focused, and Memory-effi...	2020-04-09	Code
13	Our-Ens	54.5	No	Towards Precise End-to-end Weakly Supervised Obj...	2019-11-27	Code
14	Pred Net (Ens)	53.6	No	Dissimilarity Coefficient based Weakly Supervise...	2018-11-25	-
15	WSOD2	53.6	No	WSOD^2: Learning Bottom-up and Top-down Objectne...	2019-09-11	-
16	C-MIDN	53.6	No	-	-	-
17	FRCNN C-MIL	53.1	No	C-MIL: Continuation Multiple Instance Learning f...	2019-04-11	Code
18	Ours+FRCNN	52.6	No	Utilizing the Instability in Weakly Supervised O...	2019-06-14	-
19	OIM+IR+FRCNN	52.6	No	Object Instance Mining for Weakly Supervised Obj...	2020-02-04	Code
20	WS-JDS FRCNN	52.5	No	-	-	Code
21	WSD+PGE+PGA+FSD2	52.4	No	-	-	-
22	PGE (Ours + FRCNN)	52.1	No	Object-Aware Instance Labeling for Weakly Superv...	2019-08-10	-
23	pipeline method	51.2	No	Multi-Evidence Filtering and Fusion for Multi-La...	2018-02-26	-
24	PCL-OB-G-Ens + FRCNN	48.8	No	PCL: Proposal Cluster Learning for Weakly Superv...	2018-07-09	Code
25	Ours+PRS	48.8	No	WSOD with PSNet and Box Regression	2019-11-26	-
26	ZLDN-L	47.6	No	Zigzag Learning for Weakly Supervised Object Det...	2018-04-25	-
27	MELM	47.3	No	Min-Entropy Latent Model for Weakly Supervised O...	2019-02-16	Code
28	OICR-Ens + FRCNN	47	No	Multiple Instance Detection Network with Online ...	2017-04-01	Code
29	OICR + W-RPN	46.9	No	-	-	-
30	SegAgg-Adapt	46.2	No	-	-	-
31	VGPMIL	46.1	No	-	-	Code
32	WebRelETH	46	Yes	Exploiting Web Images for Weakly Supervised Obje...	2017-07-27	-
33	SegAgg	43.9	No	-	-	-
34	Deep Self-Taught Learning	43.7	No	Deep Self-Taught Learning for Weakly Supervised ...	2017-04-18	-
35	WCCN	42.8	No	Weakly Supervised Cascaded Convolutional Networks	2016-11-24	-
36	MSLPD	41.7	No	Few-Example Object Detection with Model Communic...	2017-06-26	Code
37	Our scheme	40.9	No	-	-	-
38	WSDDN-Ens	39.3	No	Weakly Supervised Deep Detection Networks	2015-11-09	Code
39	Self-Paced Learning	38.11	No	Self Paced Deep Learning for Weakly Supervised O...	2016-05-24	Code
40	NSOD	38	Yes	Training Object Detectors from Few Weakly-Labele...	2019-12-01	-
41	WSDDN + context	36.3	No	ContextLocNet: Context-Aware Deep Network Models...	2016-09-14	Code
42	Self-paced curriculum learning	31.3	No	Bridging Saliency Detection to Weakly Supervised...	2017-03-03	-
43	Cover + SLSVM	22.7	No	On learning to localize objects with minimal sup...	2014-03-05	-