V-COCO

Verbs in COCO

Dataset Information
Modalities
Images
Introduced
2015
License
Unknown
Homepage

Overview

Verbs in COCO (V-COCO) is a dataset that builds off COCO for human-object interaction detection. 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: https://www.researchgate.net/figure/Pose-estimation-and-action-recognition-results-on-the-V-COCO-Dataset-16-which-has_fig9_339477856

Variants: V-COCO

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Human-Object Interaction Detection ACP Detecting Human-Object Interactions with Action …
Human-Object Interaction Detection RLIPv2 RLIPv2: Fast Scaling of Relational … 2023-08-18
Human-Object Interaction Detection DiffHOI Boosting Human-Object Interaction Detection with … 2023-05-20
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 Body Part Interactiveness Mining Cross-Person Cues for Body-Part … 2022-07-28
Human-Object Interaction Detection SGCN4HOI A Skeleton-aware Graph Convolutional Network … 2022-07-11
Human-Object Interaction Detection STIP Exploring Structure-aware Transformer over Interaction … 2022-06-13
Human-Object Interaction Detection QPIC + CPC Consistency Learning via Decoding Path … 2022-04-11
Human-Object Interaction Detection HOTR + CPC Consistency Learning via Decoding Path … 2022-04-11
Human-Object Interaction Detection OCN (ResNet50) Detecting Human-Object Interactions with Object-Guided … 2022-02-01
Human-Object Interaction Detection OCN (ResNet101) Detecting Human-Object Interactions with Object-Guided … 2022-02-01
Human-Object Interaction Detection UPT-R101 Efficient Two-Stage Detection of Human-Object … 2021-12-03
Human-Object Interaction Detection UPT-R50 Efficient Two-Stage Detection of Human-Object … 2021-12-03
Human-Object Interaction Detection UPT-R101-DC5 Efficient Two-Stage Detection of Human-Object … 2021-12-03
Human-Object Interaction Detection CDN (ResNet101) Mining the Benefits of Two-stage … 2021-08-11
Human-Object Interaction Detection HOTR HOTR: End-to-End Human-Object Interaction Detection … 2021-04-28
Human-Object Interaction Detection GGNet Glance and Gaze: Inferring Action-aware … 2021-04-12
Human-Object Interaction Detection QPIC (ResNet101) QPIC: Query-Based Pairwise Human-Object Interaction … 2021-03-09
Human-Object Interaction Detection QPIC (ResNet50) QPIC: Query-Based Pairwise Human-Object Interaction … 2021-03-09

Research Papers

Recent papers with results on this dataset: