Human-Object Interaction Detection on HICO-DET

Metric: Time Per Frame (ms) (higher is better)

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#	Model↕	Time Per Frame (ms)▼	Extra Data	Paper	Date↕	Code
1	TIN (Interactiveness)	512	No	Transferable Interactiveness Knowledge for Human...	2018-11-20	Code
2	InteractNet	145	No	Detecting and Recognizing Human-Object Interacti...	2017-04-24	Code
3	UPT-R101-DC5	124	No	Efficient Two-Stage Detection of Human-Object In...	2021-12-03	Code
4	STIP (ResNet-50)	74	No	Exploring Structure-aware Transformer over Inter...	2022-06-13	Code
5	AS-Net (ResNet50)	71	Yes	Reformulating HOI Detection as Adaptive Set Pred...	2021-03-10	Code
6	PPDM	71	No	PPDM: Parallel Point Detection and Matching for ...	2019-12-30	Code
7	DIRV	68	No	DIRV: Dense Interaction Region Voting for End-to...	2020-10-02	Code
8	QPIC (ResNet101)	63	Yes	QPIC: Query-Based Pairwise Human-Object Interact...	2021-03-09	Code
9	UPT-R101	61	No	Efficient Two-Stage Detection of Human-Object In...	2021-12-03	Code
10	QPIC (ResNet50)	46	Yes	QPIC: Query-Based Pairwise Human-Object Interact...	2021-03-09	Code
11	UPT-R50	42	No	Efficient Two-Stage Detection of Human-Object In...	2021-12-03	Code

#1TIN (Interactiveness)SOTA
512
Time Per Frame (ms)· 2018-11-20
Transferable Interactiveness Knowledge for Human-Object Interaction Detection Code
#2InteractNetSOTA
145
Time Per Frame (ms)· 2017-04-24
Detecting and Recognizing Human-Object Interactions Code
#3UPT-R101-DC5
124
Time Per Frame (ms)· 2021-12-03
Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise Transformer Code
#4STIP (ResNet-50)
74
Time Per Frame (ms)· 2022-06-13
Exploring Structure-aware Transformer over Interaction Proposals for Human-Object Interaction Detection Code
#5AS-Net (ResNet50)
71
Time Per Frame (ms)· Extra Data· 2021-03-10
Reformulating HOI Detection as Adaptive Set Prediction Code
#6PPDM
71
Time Per Frame (ms)· 2019-12-30
PPDM: Parallel Point Detection and Matching for Real-time Human-Object Interaction Detection Code
#7DIRV
68
Time Per Frame (ms)· 2020-10-02
DIRV: Dense Interaction Region Voting for End-to-End Human-Object Interaction Detection Code
#8QPIC (ResNet101)
63
Time Per Frame (ms)· Extra Data· 2021-03-09
QPIC: Query-Based Pairwise Human-Object Interaction Detection with Image-Wide Contextual Information Code
#9UPT-R101
61
Time Per Frame (ms)· 2021-12-03
Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise Transformer Code
#10QPIC (ResNet50)
46
Time Per Frame (ms)· Extra Data· 2021-03-09
QPIC: Query-Based Pairwise Human-Object Interaction Detection with Image-Wide Contextual Information Code
#11UPT-R50
42
Time Per Frame (ms)· 2021-12-03
Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise Transformer Code