Object Detection on PASCAL VOC 2012 test

Metric: MAP (higher is better)

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#	Model↕	MAP▼	Extra Data	Paper	Date↕	Code
1	WeakSAM-MIST-DINO (with SAM)	70.2	No	WeakSAM: Segment Anything Meets Weakly-supervise...	2024-02-22	Code
2	WeakSAM-MIST-Faster RCNN (with SAM)	69.2	No	WeakSAM: Segment Anything Meets Weakly-supervise...	2024-02-22	Code
3	WeakSAM-MIST (with SAM)	66.9	No	WeakSAM: Segment Anything Meets Weakly-supervise...	2024-02-22	Code
4	WeakSAM-OICR-DINO (with SAM)	63.7	No	WeakSAM: Segment Anything Meets Weakly-supervise...	2024-02-22	Code
5	WeakSAM-OICR-Faster RCNN (with SAM)	62.9	No	WeakSAM: Segment Anything Meets Weakly-supervise...	2024-02-22	Code
6	WeakSAM-OICR (with SAM)	58.4	No	WeakSAM: Segment Anything Meets Weakly-supervise...	2024-02-22	Code
7	OD-WSCL	54.6	No	Object Discovery via Contrastive Learning for We...	2022-08-16	Code
8	CASD(VGG16)	53.6	No	Comprehensive Attention Self-Distillation for We...	2020-10-22	Code
9	wetectron(single-model)	52.1	No	Instance-aware, Context-focused, and Memory-effi...	2020-04-09	Code
10	C-MIDN+FRCNN	50.3	No	-	-	-
11	Pred Net (Ens)	49.5	No	Dissimilarity Coefficient based Weakly Supervise...	2018-11-25	-
12	Our-Ens	49.5	No	Towards Precise End-to-end Weakly Supervised Obj...	2019-11-27	Code
13	Ours + FRCNN	48.1	No	Object-Aware Instance Labeling for Weakly Superv...	2019-08-10	-
14	Ours+FRCNN	48	No	Utilizing the Instability in Weakly Supervised O...	2019-06-14	-
15	WSD+PGE+PGA+FSD2	47.8	No	-	-	-
16	WSOD2	47.2	No	WSOD^2: Learning Bottom-up and Top-down Objectne...	2019-09-11	-
17	C-MIL	46.7	No	C-MIL: Continuation Multiple Instance Learning f...	2019-04-11	Code
18	OIM+IR+FRCNN	46.4	No	Object Instance Mining for Weakly Supervised Obj...	2020-02-04	Code
19	WS-JDS FRCNN	46.1	No	-	-	Code
20	PCL-OB-G-Ens + FRCNN	44.2	No	PCL: Proposal Cluster Learning for Weakly Superv...	2018-07-09	Code
21	OICR + W-RPN	43.2	No	-	-	-
22	ZLDN-L	42.9	No	Zigzag Learning for Weakly Supervised Object Det...	2018-04-25	-
23	WebRelETH	42.8	Yes	Exploiting Web Images for Weakly Supervised Obje...	2017-07-27	-
24	OICR-Ens + FRCNN	42.5	No	Multiple Instance Detection Network with Online ...	2017-04-01	Code
25	MELM	42.4	No	Min-Entropy Latent Model for Weakly Supervised O...	2019-02-16	Code
26	Deep Self-Taught Learning	38.3	No	Deep Self-Taught Learning for Weakly Supervised ...	2017-04-18	-
27	WCCN	37.9	No	Weakly Supervised Cascaded Convolutional Networks	2016-11-24	-
28	LM-VGPMIL	37.8	No	-	-	Code
29	NSOD	36.6	Yes	Training Object Detectors from Few Weakly-Labele...	2019-12-01	-
30	MSLPD	35.4	No	Few-Example Object Detection with Model Communic...	2017-06-26	Code
31	WSDDN + context	35.3	No	ContextLocNet: Context-Aware Deep Network Models...	2016-09-14	Code
32	Our scheme	35.2	No	-	-	-

#1WeakSAM-MIST-DINO (with SAM)SOTA
70.2
MAP· 2024-02-22
WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition Code
#2WeakSAM-MIST-Faster RCNN (with SAM)
69.2
MAP· 2024-02-22
WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition Code
#3WeakSAM-MIST (with SAM)
66.9
MAP· 2024-02-22
WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition Code
#4WeakSAM-OICR-DINO (with SAM)
63.7
MAP· 2024-02-22
WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition Code
#5WeakSAM-OICR-Faster RCNN (with SAM)
62.9
MAP· 2024-02-22
WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition Code
#6WeakSAM-OICR (with SAM)
58.4
MAP· 2024-02-22
WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition Code
#7OD-WSCLSOTA
54.6
MAP· 2022-08-16
Object Discovery via Contrastive Learning for Weakly Supervised Object Detection Code
#8CASD(VGG16)SOTA
53.6
MAP· 2020-10-22
Comprehensive Attention Self-Distillation for Weakly-Supervised Object Detection Code
#9wetectron(single-model)SOTA
52.1
MAP· 2020-04-09
Instance-aware, Context-focused, and Memory-efficient Weakly Supervised Object Detection Code
#10C-MIDN+FRCNN
50.3
MAP
No paper
#11Pred Net (Ens)SOTA
49.5
MAP· 2018-11-25
Dissimilarity Coefficient based Weakly Supervised Object Detection
#12Our-Ens
49.5
MAP· 2019-11-27
Towards Precise End-to-end Weakly Supervised Object Detection Network Code
#13Ours + FRCNN
48.1
MAP· 2019-08-10
Object-Aware Instance Labeling for Weakly Supervised Object Detection
#14Ours+FRCNN
48
MAP· 2019-06-14
Utilizing the Instability in Weakly Supervised Object Detection
#15WSD+PGE+PGA+FSD2
47.8
MAP
No paper
#16WSOD2
47.2
MAP· 2019-09-11
WSOD^2: Learning Bottom-up and Top-down Objectness Distillation for Weakly-supervised Object Detection
#17C-MIL
46.7
MAP· 2019-04-11
C-MIL: Continuation Multiple Instance Learning for Weakly Supervised Object Detection Code
#18OIM+IR+FRCNN
46.4
MAP· 2020-02-04
Object Instance Mining for Weakly Supervised Object Detection Code
#19WS-JDS FRCNN
46.1
MAP
No paperCode
#20PCL-OB-G-Ens + FRCNNSOTA
44.2
MAP· 2018-07-09
PCL: Proposal Cluster Learning for Weakly Supervised Object Detection Code
#21OICR + W-RPN
43.2
MAP
No paper
#22ZLDN-LSOTA
42.9
MAP· 2018-04-25
Zigzag Learning for Weakly Supervised Object Detection
#23WebRelETHSOTA
42.8
MAP· Extra Data· 2017-07-27
Exploiting Web Images for Weakly Supervised Object Detection
#24OICR-Ens + FRCNNSOTA
42.5
MAP· 2017-04-01
Multiple Instance Detection Network with Online Instance Classifier Refinement Code
#25MELM
42.4
MAP· 2019-02-16
Min-Entropy Latent Model for Weakly Supervised Object Detection Code
#26Deep Self-Taught Learning
38.3
MAP· 2017-04-18
Deep Self-Taught Learning for Weakly Supervised Object Localization
#27WCCNSOTA
37.9
MAP· 2016-11-24
Weakly Supervised Cascaded Convolutional Networks
#28LM-VGPMIL
37.8
MAP
No paperCode
#29NSOD
36.6
MAP· Extra Data· 2019-12-01
Training Object Detectors from Few Weakly-Labeled and Many Unlabeled Images
#30MSLPD
35.4
MAP· 2017-06-26
Few-Example Object Detection with Model Communication Code
#31WSDDN + contextSOTA
35.3
MAP· 2016-09-14
ContextLocNet: Context-Aware Deep Network Models for Weakly Supervised Localization Code
#32Our scheme
35.2
MAP
No paper