Human-Object Interaction Detection on V-COCO

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)	513	No	Transferable Interactiveness Knowledge for Human...	2018-11-20	Code
2	SCG	500	Yes	Spatially Conditioned Graphs for Detecting Human...	2020-12-11	Code
3	VSGNet	312	No	VSGNet: Spatial Attention Network for Detecting ...	2020-03-11	Code
4	UPT-R101-DC5	131	No	Efficient Two-Stage Detection of Human-Object In...	2021-12-03	Code
5	STIP	74	No	Exploring Structure-aware Transformer over Inter...	2022-06-13	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	UPT-R101	64	No	Efficient Two-Stage Detection of Human-Object In...	2021-12-03	Code
9	QPIC (ResNet101)	63	No	QPIC: Query-Based Pairwise Human-Object Interact...	2021-03-09	Code
10	QPIC (ResNet50)	46	No	QPIC: Query-Based Pairwise Human-Object Interact...	2021-03-09	Code
11	OCN (ResNet50)	43	No	Detecting Human-Object Interactions with Object-...	2022-02-01	Code
12	UPT-R50	43	No	Efficient Two-Stage Detection of Human-Object In...	2021-12-03	Code

#1TIN (Interactiveness)SOTA
513
Time Per Frame(ms)· 2018-11-20
Transferable Interactiveness Knowledge for Human-Object Interaction Detection Code
#2SCG
500
Time Per Frame(ms)· Extra Data· 2020-12-11
Spatially Conditioned Graphs for Detecting Human-Object Interactions Code
#3VSGNet
312
Time Per Frame(ms)· 2020-03-11
VSGNet: Spatial Attention Network for Detecting Human Object Interactions Using Graph Convolutions Code
#4UPT-R101-DC5
131
Time Per Frame(ms)· 2021-12-03
Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise Transformer Code
#5STIP
74
Time Per Frame(ms)· 2022-06-13
Exploring Structure-aware Transformer over Interaction Proposals for Human-Object Interaction Detection 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
#8UPT-R101
64
Time Per Frame(ms)· 2021-12-03
Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise Transformer Code
#9QPIC (ResNet101)
63
Time Per Frame(ms)· 2021-03-09
QPIC: Query-Based Pairwise Human-Object Interaction Detection with Image-Wide Contextual Information Code
#10QPIC (ResNet50)
46
Time Per Frame(ms)· 2021-03-09
QPIC: Query-Based Pairwise Human-Object Interaction Detection with Image-Wide Contextual Information Code
#11OCN (ResNet50)
43
Time Per Frame(ms)· 2022-02-01
Detecting Human-Object Interactions with Object-Guided Cross-Modal Calibrated Semantics Code
#12UPT-R50
43
Time Per Frame(ms)· 2021-12-03
Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise Transformer Code