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 21–30 of 55 papers

Title	Date	Tasks	Status	Hype
Temporal Action Segmentation from Timestamp Supervision	Mar 11, 2021	Action SegmentationSegmentation	CodeCode Available	1
VideoMix: Rethinking Data Augmentation for Video Classification	Dec 7, 2020	Action LocalizationAction Recognition	CodeCode Available	1
Action Shuffling for Weakly Supervised Temporal Localization	May 10, 2021	Action LocalizationTemporal Localization	—Unverified	0
ACSNet: Action-Context Separation Network for Weakly Supervised Temporal Action Localization	Mar 28, 2021	Action LocalizationTemporal Action Localization	—Unverified	0
Action Graphs: Weakly-supervised Action Localization with Graph Convolution Networks	Feb 4, 2020	Action LocalizationWeakly Supervised Action Localization	—Unverified	0
0/1 Deep Neural Networks via Block Coordinate Descent	Jun 19, 2022	10-shot image generation	—Unverified	0
Action Unit Memory Network for Weakly Supervised Temporal Action Localization	Apr 29, 2021	Action LocalizationDiversity	—Unverified	0
Adaptive Mutual Supervision for Weakly-Supervised Temporal Action Localization	Apr 6, 2021	Action LocalizationTemporal Action Localization	—Unverified	0
AutoLoc: Weakly-supervised Temporal Action Localization in Untrimmed Videos	Sep 1, 2018	Action LocalizationTemporal Action Localization	—Unverified	0
Cross-Attentional Audio-Visual Fusion for Weakly-Supervised Action Localization	Jan 1, 2021	Action LocalizationVideo Understanding	—Unverified	0

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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	TSN	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	AFPS	Mean mAP	29.9	—	Unverified
7	AICL	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