Hotr: End-to-end human-object interaction detection with transformers
Abstract Human-Object Interaction (HOI) detection is a task of identifying" a set of
interactions" in an image, which involves the i) localization of the subject (ie, humans) and …
interactions" in an image, which involves the i) localization of the subject (ie, humans) and …
Panoptic scene graph generation
Existing research addresses scene graph generation (SGG)—a critical technology for scene
understanding in images—from a detection perspective, ie., objects are detected using …
understanding in images—from a detection perspective, ie., objects are detected using …
End-to-end human object interaction detection with hoi transformer
We propose HOI Transformer to tackle human object interaction (HOI) detection in an end-to-
end manner. Current approaches either decouple HOI task into separated stages of object …
end manner. Current approaches either decouple HOI task into separated stages of object …
Gen-vlkt: Simplify association and enhance interaction understanding for hoi detection
Abstract The task of Human-Object Interaction (HOI) detection could be divided into two core
problems, ie, human-object association and interaction understanding. In this paper, we …
problems, ie, human-object association and interaction understanding. In this paper, we …
Qpic: Query-based pairwise human-object interaction detection with image-wide contextual information
We propose a simple, intuitive yet powerful method for human-object interaction (HOI)
detection. HOIs are so diverse in spatial distribution in an image that existing CNN-based …
detection. HOIs are so diverse in spatial distribution in an image that existing CNN-based …
Mining the benefits of two-stage and one-stage hoi detection
Two-stage methods have dominated Human-Object Interaction~(HOI) detection for several
years. Recently, one-stage HOI detection methods have become popular. In this paper, we …
years. Recently, one-stage HOI detection methods have become popular. In this paper, we …
Human object interaction detection: Design and survey
Abstract Human-Object Interaction (HOI) detection is the process of estimating the
interaction between a human and an object in an image. The first attempts at HOI involved …
interaction between a human and an object in an image. The first attempts at HOI involved …
Relational context learning for human-object interaction detection
Recent state-of-the-art methods for HOI detection typically build on transformer architectures
with two decoder branches, one for human-object pair detection and the other for interaction …
with two decoder branches, one for human-object pair detection and the other for interaction …
Sgtr: End-to-end scene graph generation with transformer
Abstract Scene Graph Generation (SGG) remains a challenging visual understanding task
due to its compositional property. Most previous works adopt a bottom-up two-stage or a …
due to its compositional property. Most previous works adopt a bottom-up two-stage or a …
Rlip: Relational language-image pre-training for human-object interaction detection
H Yuan, J Jiang, S Albanie, T Feng… - Advances in …, 2022 - proceedings.neurips.cc
Abstract The task of Human-Object Interaction (HOI) detection targets fine-grained visual
parsing of humans interacting with their environment, enabling a broad range of …
parsing of humans interacting with their environment, enabling a broad range of …