awesome-compositional-zero-shot-learning:

A curated list of Compositional Zero-Shot Learning (CZSL)

Compositional Zero-Shot Learning

Compositional Zero-Shot Learning (CZSL) is a computer vision task in which the goal is to recognize unseen compositions fromed from seen state and object during training. The key challenge in CZSL is the inherent entanglement between the state and object within the context of an image.
Some example benchmarks for this task are MIT-states, UT-Zappos, and C-GQA. Models are usually evaluated with the Accuracy for both seen and unseen compositions, as well as their Harmonic Mean(HM).

Paper list

Year	Pub	Paper	Repo
2023	CVPR	Learning Conditional Attributes for Compositional Zero-Shot Learning	code
2023	CVPR	Learning Attention As Disentangler for Compositional Zero-Shot Learning	code
2023	CVPR	Decomposed Soft Prompt Guided Fusion Enhancing for Compositional Zero-Shot Learning
2023	WACV	Learning Attention Propagation for Compositional Zero-Shot Learning
2023	AAAI	Leveraging Sub-class Discimination for Compositional Zero-Shot Learning
2022	ECCV	Learning Invariant Visual Representations for Compositional Zero-Shot Learning
2022	CVPR	Siamese Contrastive Embedding Network for Compositional Zero-Shot Learning	code
2022	CVPR	KG-SP: Knowledge Guided Simple Primitives for Open World Compositional Zero-Shot Learning	code
2021	NIPS	Independent Prototype Propagation for Zero-Shot Compositionality	code
2021	NIPS	Environment Generation for Zero-Shot Compositional Reinforcement Learning	code
2021	CVPR	Learning Graph Embeddings for Compositional Zero-shot Learning	code
2021	CVPR	Open World Compositional Zero-Shot Learning	code
2020	NIPS	A causal view of compositional zero-shot recognition	code
2020	NIPS	Compositional Zero-Shot Learning via Fine-Grained Dense Feature Composition	code
2020	CVPR	Symmetry and group in attribute-object compositions	code
2019	ICCV	Task-Driven Modular Networks for Zero-Shot Compositional Learning	code
2019	ICCV	Adversarial fine-grained composition learning for unseen attribute-object recognition
2018	ECCV	Attributes as Operators: Factorizing Unseen Attribute-Object Compositions	code
2017	CVPR	From Red Wine to Red Tomato: Composition with Context	code

heosuab / awesome-compositional-zero-shot-learning Goto Github PK