Human Object Interaction Detection On V Coco

Métriques

AP(S1)

AP(S2)

Time Per Frame(ms)

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	AP(S1)	AP(S2)	Time Per Frame(ms)	Paper Title
UPT-R101	60.7	66.2	64	Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise Transformer
MUREN	68.8	71.0	-	Relational Context Learning for Human-Object Interaction Detection
DRG	51.0	-	-	DRG: Dual Relation Graph for Human-Object Interaction Detection
Body Part Interactiveness	63.0	65.1	-	Mining Cross-Person Cues for Body-Part Interactiveness Learning in HOI Detection
PD-Net	53.34	-	-	Polysemy Deciphering Network for Robust Human-Object Interaction Detection
IDN	53.3	60.3	-	HOI Analysis: Integrating and Decomposing Human-Object Interaction
QPIC (ResNet101)	58.3	60.7	63	QPIC: Query-Based Pairwise Human-Object Interaction Detection with Image-Wide Contextual Information
DIRV	56.1	-	68	DIRV: Dense Interaction Region Voting for End-to-End Human-Object Interaction Detection
SGCN4HOI	53.1	57.9	-	A Skeleton-aware Graph Convolutional Network for Human-Object Interaction Detection
SCG	54.2	60.9	500	Spatially Conditioned Graphs for Detecting Human-Object Interactions
RLIPv2	72.1	74.1	-	RLIPv2: Fast Scaling of Relational Language-Image Pre-training
PMN	51.8	-	-	Pose-based Modular Network for Human-Object Interaction Detection
TIN (Interactiveness)	49.0	-	513	Transferable Interactiveness Knowledge for Human-Object Interaction Detection
iCAN	44.7	-	-	iCAN: Instance-Centric Attention Network for Human-Object Interaction Detection
GGNet	54.7	-	-	Glance and Gaze: Inferring Action-aware Points for One-Stage Human-Object Interaction Detection
TIN (TIPAMI)	49.1	-	-	Transferable Interactiveness Knowledge for Human-Object Interaction Detection
OCN (ResNet50)	64.2	66.3	43	Detecting Human-Object Interactions with Object-Guided Cross-Modal Calibrated Semantics
HOTR	55.2	64.4	-	HOTR: End-to-End Human-Object Interaction Detection with Transformers
UPT-R50	59.0	64.5	43	Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise Transformer
HOTR + CPC	-	-	-	Consistency Learning via Decoding Path Augmentation for Transformers in Human Object Interaction Detection

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