Awesome-Open-World

Summary of Contents

Open-Set(know what the model doesn't know)

Open-Set Image Classification

Year Venue Keywords Paper Title Code/Project

Open-Set Object Detection

Year Venue Keywords Paper Title Code/Project
2022 CVPR - Expanding Low-Density Latent Regions for Open-Set Object Detection Code
2022 CVPR - Unknown-Aware Object Detection: Learning What You Don't Know from Videos in the Wild Code
2022 ICLR - VOS: Learning What You Don't Know by Virtual Outlier Synthesis Code

Open-Set Semantic Segmentation

Year Venue Keywords Paper Title Code/Project

Open-Set Instance Segmentation

Year Venue Keywords Paper Title Code/Project

Open-Set 3D Scene Understanding

Year Venue Keywords Paper Title Code/Project

Open-Vocabulary(recognize what the model doesn't know)

Open-Vocabulary Image Classification

Year Venue Keywords Paper Title Code/Project

Open-Vocabulary Object Detection

Year Venue Keywords Paper Title Code/Project

Open-Vocabulary Semantic Segmentation

Year Venue Keywords Paper Title Code/Project

Open-Vocabulary Instance Segmentation

Year Venue Keywords Paper Title Code/Project

Open-Vocabulary 3D Scene Understanding

Year Venue Keywords Paper Title Code/Project

Lifelong-Learning(learn to recognize what the model doesn't know with human feedback)

Image Classification

Year Venue Keywords Paper Title Code/Project

Object Detection

Year Venue Keywords Paper Title Code/Project

Semantic Segmentation

Year Venue Keywords Paper Title Code/Project

Instance Segmentation

Year Venue Keywords Paper Title Code/Project

3D Scene Understanding

Year Venue Keywords Paper Title Code/Project

Related Domains

Open-World Object Detection

Year Venue Keywords Paper Title Code/Project
2021 CVPR - Towards Open World Object Detection. Code
2022 CVPR - OW-DETR: Open-world Detection Transformer Code
2022 ECCV - UC-OWOD: Unknown-Classified Open World Object Detection Code
2022 ECCV - Learning to Detect Every Thing in an Open World N/A
2023 CVPR - PROB: Probabilistic Objectness for Open World Object Detection Code
2023 CVPR - CAT: LoCalization and IdentificAtion Cascade Detection Transformer for Open-World Object Detection Code
2023 CVPR - Detecting Everything in the Open World: Towards Universal Object Detection Code
2023 CVPR - Unknown Sniffer for Object Detection: Don't Turn a Blind Eye to Unknown Objects Code
2023 CVPR - CapDet: Unifying Dense Captioning and Open-World Detection Pretraining N/A
2023 ICLR - GOOD: Exploring Geometric Cues for Detecting Objects in an Open World Code
2023 ICCV - Random Boxes Are Open-world Object Detectors Code
2022 arXiv - Revisiting Open World Object Detection Code
2022 arXiv - Open World DETR: Transformer based Open World Object Detection N/A
2023 arXiv - Addressing the Challenges of Open-World Object Detection N/A

Novel Class Discovery

Year Venue Keywords Paper Title Code/Project
2020 ICLR - Automatically discovering and learning new visual categories with ranking statistics Code
2021 CVPR - Neighborhood Contrastive Learning for Novel Class Discovery Code
2021 CVPR - OpenMix: Reviving Known Knowledge for Discovering Novel Visual Categories in An Open World N/A
2022 ECCV - Novel Class Discovery without Forgetting N/A
2022 ECCV - Class-incremental Novel Class Discovery Code

Open-World Instance Segmentation

Year Venue Keywords Paper Title Code/Project
2022 CVPR - Open-World Instance Segmentation: Exploiting Pseudo Ground Truth From Learned Pairwise Affinity Code
2022 arxiv - Single-Stage Open-world Instance Segmentation with Cross-task Consistency Regularization Code
2023 ICCV - SegPrompt: Boosting Open-world Segmentation via Category-level Prompt Learning Code
2023 ICCV - Exploring Transformers for Open-world Instance Segmentation N/A
2023 arxiv - Open-world Instance Segmentation: Top-down Learning with Bottom-up Supervision Code