Collect some papers about few-shot object detection for computer vision.
| Title | Venue | |
|---|---|---|
| A Survey of Deep Learning for Low-Shot Object Detection | ArXiv 2022 | |
| A Unified Framework for Attention-Based Few-Shot Object Detection | ArXiv 2022 |
| Venue | Title | LINK | CODE |
|---|---|---|---|
| CVPR24 | Few-Shot Object Detection with Foundation Models | LINK | - |
| CVPR24 | SNIDA: Unlocking Few-Shot Object Detection with Non-linear Semantic Decoupling Augmentation | LINK | - |
| ECCV24 | SMILe: Leveraging Submodular Mutual Information For Robust Few-Shot Object Detection | LINK | - |
| AAAI24 | Fine-Grained Prototypes Distillation for Few-Shot Object Detection | CODE | |
| AAAI24 | Weakly Supervised Few-Shot Object Detection with DETR | - | - |
| AAAI24 | Variational Hybrid-Attention Framework for Multi-Label Few-Shot Aspect Category Detection | LINK | - |
| CoRL24 | Detect Every Thing with Few Examples | LINK | CODE |
| TCSVT24 | Understanding Negative Proposals in Generic Few-Shot Object Detection | LINK | CODE |
| Title | Venue | Dataset | CODE | |
|---|---|---|---|---|
| FS-DETR: Few-Shot DEtection TRansformer with prompting and without re-training | ICCV 2023 | PASCAL VOC & MS COCO | - | |
| σ-Adaptive Decoupled Prototype for Few-Shot Object Detection | ICCV 2023 | PASCAL VOC & MS COCO & FSOD | - | |
| Generating Features with Increased Crop-related Diversity for Few-Shot Object Detection | CVPR 2023 | PASCAL VOC & MS COCO | - | |
| Meta-tuning Loss Functions and Data Augmentation for Few-shot Object Detection | CVPR 2023 | PASCAL VOC & MS COCO | - | |
| NIFF: Alleviating Forgetting in Generalized Few-Shot Object Detection via Neural Instance Feature Forging | CVPR 2023 | PASCAL VOC & MS COCO | - | |
| DiGeo: Discriminative Geometry-Aware Learning for Generalized Few-Shot Object Detection | CVPR 2023 | PASCAL VOC & MS COCO & LVIS | - | |
| Breaking Immutable: Information-Coupled Prototype Elaboration for Few-Shot Object Detection | AAAI 2023 | PASCAL VOC & MS COCO | CODE | |
| Few-Shot Object Detection via Variational Feature Aggregation | AAAI 2023 | PASCAL VOC & MS COCO | CODE | |
| Disentangle and Remerge: Interventional Knowledge Distillation for Few-Shot Object Detection from A Conditional Causal Perspective | AAAI 2023 | PASCAL VOC & MS COCO | CODE | |
| Incremental-DETR: Incremental Few-Shot Object Detection via Self-Supervised Learning | AAAI 2023 | PASCAL VOC & MS COCO | - | - |
| Few-Shot Object Detection via Variational Feature Aggregation | AAAI 2023 | PASCAL VOC & MS COCO | - | - |
| Unsupervised Meta-learning via Few-shot Pseudo-supervised Contrastive Learning | ICLR 2023 | PASCAL VOC & MS COCO | - | - |
| Title | Venue | Dataset | CODE | |
|---|---|---|---|---|
| Rethinking Few-Shot Object Detection on a Multi-Domain Benchmark | ECCV 2022 | LVIS & MS COCO | - | |
| AirDet: Few-Shot Detection without Fine-Tuning for Autonomous Exploration | ECCV 2022 | PASCAL VOC & MS COCO | CODE | |
| Less than Few: Self-Shot Video Instance Segmentation | ECCV 2022 | MS COCO | - | |
| Time-rEversed diffusioN tEnsor Transformer: A New TENET of Few-Shot Object Detection | ECCV 2022 | PASCAL VOC & MS COCO & FSOD | CODE | |
| VizWiz-FewShot: Locating Objects in Images Taken by People with Visual Impairments | ECCV 2022 | PASCAL VOC & MS COCO | CODE | |
| Multi-faceted Distillation of Base-Novel Commonality for Few-Shot Object Detection | ECCV 2022 | PASCAL VOC & MS COCO | CODE | |
| Few-Shot Object Detection by Knowledge Distillation Using Bag-of-Visual-Words Representations | ECCV 2022 | PASCAL VOC & MS COCO | - | |
| Few-Shot Object Detection with Model Calibration | ECCV 2022 | PASCAL VOC & MS COCO | CODE | |
| Few-Shot Video Object Detectio | ECCV 2022 | FSVOD-500 | CODE | |
| Few-Shot Object Counting and Detection | ECCV 2022 | FSCD-147 & FSCD-LVIS | CODE | |
| Mutually Reinforcing Structure with Proposal Contrastive Consistency for Few-Shot Object Detection | ECCV 2022 | PASCAL VOC & MS COCO | CODE | |
| Few-Shot End-to-End Object Detection via Constantly Concentrated Encoding across Heads | ECCV 2022 | PASCAL VOC & MS COCO | - | |
| AcroFOD: An Adaptive Method for Cross-Domain Few-Shot Object Detection | ECCV 2022 | Cityscapes & SIM10k | CODE | |
| Kernelized Few-shot Object Detection with Efficient Integral Aggregation | CVPR 2022 | PASCAL VOC & MS COCO | CODE | |
| Label, Verify, Correct: A Simple Few Shot Object Detection Method | CVPR 2022 | PASCAL VOC & MS COCO | CODE | |
| Few-Shot Object Detection with Fully Cross-Transformer | CVPR 2022 | PASCAL VOC & MS COCO | - | |
| Meta Faster R-CNN: Towards Accurate Few-Shot Object Detection with Attentive Feature Alignment | AAAI 2022 | PASCAL VOC & MS COCO | CODE | |
| Few-Shot Object Detection by Attending to Per-Sample-Prototype | WACV 2022 | PASCAL VOC & MS COCO | - |
| Title | Venue | Dataset | CODE | |
|---|---|---|---|---|
| Generalized and Discriminative Few-Shot Object Detection via SVD-Dictionary Enhancement | NeurIPS 2021 | PASCAL VOC & MS COCO | CODE | |
| Few-Shot Object Detection via Association and DIscrimination | NeurIPS 2021 | PASCAL VOC & MS COCO | CODE | |
| Adaptive Image Transformer for One-Shot Object Detection | CVPR 2021 | PASCAL VOC & MS COCO | CODE | |
| Dense Relation Distillation with Context-aware Aggregation for Few-Shot Object Detection | CVPR 2021 | PASCAL VOC & MS COCO | CODE | |
| Generalized Few-Shot Object Detection without Forgetting | CVPR 2021 | PASCAL VOC & MS COCO | CODE | |
| Beyond Max-Margin: Class Margin Equilibrium for Few-shot Object Detection | CVPR 2021 | PASCAL VOC & MS COCO | CODE | |
| Few-Shot Object Detection via Classification Refinement and Distractor Retreatment | CVPR 2021 | PASCAL VOC & MS COCO | - | |
| Transformation Invariant Few-Shot Object Detection | CVPR 2021 | PASCAL VOC & MS COCO | - | |
| UniT: Unified Knowledge Transfer for Any-shot Object Detection and Segmentation | CVPR 2021 | PASCAL VOC & MS COCO | CODE | |
| FAPIS: A Few-shot Anchor-free Part-based Instance Segmenter | CVPR 2021 | MS COCO | CODE | |
| Semantic Relation Reasoning for Shot-Stable Few-Shot Object Detection | CVPR 2021 | PASCAL VOC & MS COCO | - | |
| FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding | CVPR 2021 | PASCAL VOC & MS COCO | CODE | |
| Accurate Few-shot Object Detection with Support-Query Mutual Guidance and Hybrid Loss | CVPR 2021 | PASCAL VOC & MS COCO | - | |
| Hallucination Improves Few-Shot Object Detection | CVPR 2021 | PASCAL VOC & MS COCO | CODE | |
| Query Adaptive Few-Shot Object Detection with Heterogeneous Graph Convolutional Networks | ICCV 2021 | PASCAL VOC & MS COCO | CODE | |
| Universal-Prototype Enhancing for Few-Shot Object Detection | ICCV 2021 | PASCAL VOC & MS COCO | CODE | |
| DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection | ICCV 2021 | PASCAL VOC & MS COCO | CODE | |
| Meta-DETR: Few-Shot Object Detection via Unified Image-Level Meta-Learning | ArXiv 2021 | PASCAL VOC & MS COCO | CODE |
This repository is built upon lxn96 as a foundation, since the original repository ceased updates in September 2023. We thank the effort from our community.