Human Object Interaction Detection On Hico

评估指标

mAP

评测结果

各个模型在此基准测试上的表现结果

		Paper Title	Repository
Ours (PViC+)	46.49	Dynamic Scene Understanding from Vision-Language Representations	-
RLIPv2 (Swin-L)	45.09	RLIPv2: Fast Scaling of Relational Language-Image Pre-training
PViC-SwinL	44.32	Exploring Predicate Visual Context in Detecting Human-Object Interactions
SOV-STG (Swin-L)	43.35	Focusing on what to decode and what to train: SOV Decoding with Specific Target Guided DeNoising and Vision Language Advisor
DiffHOI	41.50	Boosting Human-Object Interaction Detection with Text-to-Image Diffusion Model
ViPLO	37.22	ViPLO: Vision Transformer based Pose-Conditioned Self-Loop Graph for Human-Object Interaction Detection
FGAHOI	37.18	FGAHOI: Fine-Grained Anchors for Human-Object Interaction Detection
ERNet	36.89	ERNet: Efficient and Reliable Human-Object Interaction Detection	-
CQL+GEN-VLKT-L	36.03	Category Query Learning for Human-Object Interaction Classification
QAHOI (Swin-L)	35.78	QAHOI: Query-Based Anchors for Human-Object Interaction Detection
CQL+GEN-VLKT-B	35.36	Category Query Learning for Human-Object Interaction Classification
Body Part Interactiveness	35.15	Mining Cross-Person Cues for Body-Part Interactiveness Learning in HOI Detection
GEN-VLKT-R101	34.95	GEN-VLKT: Simplify Association and Enhance Interaction Understanding for HOI Detection
HOIGen	34.84	Unseen No More: Unlocking the Potential of CLIP for Generative Zero-shot HOI Detection
PViC-R50	34.69	Exploring Predicate Visual Context in Detecting Human-Object Interactions
HOICLIP	34.69	HOICLIP: Efficient Knowledge Transfer for HOI Detection with Vision-Language Models
MUREN	32.87	Relational Context Learning for Human-Object Interaction Detection
RLIP-ParSe (ResNet-50)	32.84	RLIP: Relational Language-Image Pre-training for Human-Object Interaction Detection
ParSe (ResNet-101)	32.76	RLIP: Relational Language-Image Pre-training for Human-Object Interaction Detection
UPT-R101-DC5	32.62	Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise Transformer

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