HICO-DET

Dataset Information
Modalities
Images
Introduced
2018
License
Unknown
Homepage
Official Website
Contents

Overview

HICO-DET is a dataset for detecting human-object interactions (HOI) in images. It contains 47,776 images (38,118 in train set and 9,658 in test set), 600 HOI categories constructed by 80 object categories and 117 verb classes. HICO-DET provides more than 150k annotated human-object pairs. V-COCO provides 10,346 images (2,533 for training, 2,867 for validating and 4,946 for testing) and 16,199 person instances. Each person has annotations for 29 action categories and there are no interaction labels including objects.

Source: Visual Compositional Learning for Human-Object Interaction Detection
Image Source: http://www-personal.umich.edu/~ywchao/hico/

Variants: HICO-DET

Associated Benchmarks

This dataset is used in 3 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Human-Object Interaction Detection ACP Detecting Human-Object Interactions with Action …
Human-Object Interaction Detection Ours (PViC+) Dynamic Scene Understanding from Vision-Language … 2025-01-20
Human-Object Interaction Detection HOIGen Unseen No More: Unlocking the … 2024-08-12
Human-Object Interaction Detection RLIPv2 (Swin-L) RLIPv2: Fast Scaling of Relational … 2023-08-18
Human-Object Interaction Detection PViC-SwinL Exploring Predicate Visual Context in … 2023-08-11
Human-Object Interaction Detection PViC-R50 Exploring Predicate Visual Context in … 2023-08-11
Human-Object Interaction Detection SOV-STG (Swin-L) Focusing on what to decode … 2023-07-05
Human-Object Interaction Detection DiffHOI Boosting Human-Object Interaction Detection with … 2023-05-20
Human-Object Interaction Detection ViPLO ViPLO: Vision Transformer based Pose-Conditioned … 2023-04-17
Human-Object Interaction Detection MUREN Relational Context Learning for Human-Object … 2023-04-11
Human-Object Interaction Detection HOICLIP HOICLIP: Efficient Knowledge Transfer for … 2023-03-28
Human-Object Interaction Detection CQL+GEN-VLKT-B Category Query Learning for Human-Object … 2023-03-24
Human-Object Interaction Detection CQL+GEN-VLKT-L Category Query Learning for Human-Object … 2023-03-24
Human-Object Interaction Detection FGAHOI FGAHOI: Fine-Grained Anchors for Human-Object … 2023-01-08
Human-Object Interaction Detection ParSe (ResNet-101) RLIP: Relational Language-Image Pre-training for … 2022-09-05
Human-Object Interaction Detection RLIP-ParSe (ResNet-50) RLIP: Relational Language-Image Pre-training for … 2022-09-05
Human-Object Interaction Detection Body Part Interactiveness Mining Cross-Person Cues for Body-Part … 2022-07-28
Human-Object Interaction Detection STIP (ResNet-50) Exploring Structure-aware Transformer over Interaction … 2022-06-13
Human-Object Interaction Detection HOTR + CPC Consistency Learning via Decoding Path … 2022-04-11
Human-Object Interaction Detection QPIC + CPC Consistency Learning via Decoding Path … 2022-04-11

Research Papers

Recent papers with results on this dataset:

External Links: