Weakly Supervised Action Localization

In this task, the training data consists of videos with a list of activities in them without any temporal boundary annotations. However, while testing, given a video, the algorithm should recognize the activities in the video and also provide the start and end time.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–55 of 55 papers

Title	Date	Tasks	Status
Spatio-Temporal Instance Learning: Action Tubes from Class Supervision	Jul 8, 2018	Action LocalizationMultiple Instance Learning	—Unverified
Guess Where? Actor-Supervision for Spatiotemporal Action Localization	Apr 5, 2018	Action LocalizationWeakly Supervised Action Localization	CodeCode Available
Weakly Supervised Action Localization by Sparse Temporal Pooling Network	Dec 14, 2017	Action ClassificationAction Localization	CodeCode Available
Hide-and-Seek: Forcing a Network to be Meticulous for Weakly-supervised Object and Action Localization	Apr 13, 2017	Action LocalizationObject	CodeCode Available
UntrimmedNets for Weakly Supervised Action Recognition and Detection	Mar 9, 2017	Action RecognitionTemporal Action Localization	CodeCode Available

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All datasets THUMOS 2014 THUMOS14 ActivityNet-1.2 ActivityNet-1.3 GTEA BEOID FineAction THUMOS' 14

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	HR-Pro	mAP@0.1:0.7	60.3	—	Unverified
2	LACP	mAP@0.1:0.7	52.8	—	Unverified
3	D2-Net	mAP@0.1:0.5	51.4	—	Unverified
4	SAL	mAP@0.1:0.7	50.6	—	Unverified
5	PivoTAL	mAP@0.1:0.7	49.6	—	Unverified
6	CASE + Zhou et al.	mAP@0.1:0.7	49.2	—	Unverified
7	AFPS	mAP@0.1:0.7	48.5	—	Unverified
8	P-MIL	mAP@0.1:0.7	47	—	Unverified
9	AICL	mAP@0.1:0.7	46.4	—	Unverified
10	CASE	mAP@0.1:0.7	46.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HR-Pro	avg-mAP (0.3-0.7)	51.1	—	Unverified
2	LACP	mAP@0.5	45.3	—	Unverified
3	LACP	avg-mAP (0.3-0.7)	44.5	—	Unverified
4	ProCL	mAP@0.5	40.5	—	Unverified
5	P-MIL	mAP@0.5	40	—	Unverified
6	P-MIL	avg-mAP (0.3-0.7)	38	—	Unverified
7	D2-Net	mAP@0.5	35.9	—	Unverified
8	Ju et al.	mAP@0.5	35.9	—	Unverified
9	Ju et al.	avg-mAP (0.3-0.7)	35.4	—	Unverified
10	ACM-Net	mAP@0.5	34.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BaS-Net	mAP@0.5	38.5	—	Unverified
2	CleanNet	mAP@0.5	37.1	—	Unverified
3	W-TALC	mAP@0.5	37	—	Unverified
4	CMCS	mAP@0.5	36.8	—	Unverified
5	SAL	Mean mAP	30.8	—	Unverified
6	AICL	Mean mAP	29.9	—	Unverified
7	AFPS	Mean mAP	29.9	—	Unverified
8	TSM	mAP@0.5	28.3	—	Unverified
9	CASE	Mean mAP	27.9	—	Unverified
10	AutoLoc	mAP@0.5	27.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAAN	mAP@0.5	33.7	—	Unverified
2	TSM	mAP@0.5	30.3	—	Unverified
3	STPN	mAP@0.5	29.3	—	Unverified
4	SAL	mAP@0.5:0.95	28.8	—	Unverified
5	PivoTAL	mAP@0.5:0.95	28.1	—	Unverified
6	AICL	mAP@0.5:0.95	27.6	—	Unverified
7	AFPS	mAP@0.5:0.95	27.3	—	Unverified
8	CASE	mAP@0.5:0.95	26.8	—	Unverified
9	TSN	mAP@0.5:0.95	26.3	—	Unverified
10	ProCL	mAP@0.5:0.95	26.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AU-Action	mAP@0.1:0.7	76.9	—	Unverified
2	HR-Pro	mAP@0.1:0.7	47.3	—	Unverified
3	LACP	mAP@0.1:0.7	43.5	—	Unverified
4	Li et al.	mAP@0.1:0.7	36.4	—	Unverified
5	Ju et al.	mAP@0.1:0.7	33.7	—	Unverified
6	SF-Net	mAP@0.1:0.7	31	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HR-Pro	mAP@0.1:0.7	59.4	—	Unverified
2	LACP	mAP@0.1:0.7	51.8	—	Unverified
3	Ju et al.	mAP@0.1:0.7	34.9	—	Unverified
4	Li et al.	mAP@0.1:0.7	34.4	—	Unverified
5	SF-Net	mAP@0.1:0.7	30.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HAAN	mAP	4.1	—	Unverified
2	W-TALC	mAP	3.45	—	Unverified
3	D2-Net	mAP	3.35	—	Unverified
4	ASL	mAP	3.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ProCL	avg-mAP (0.1:0.7)	47.7	—	Unverified