From Label Error Detection to Correction: A Modular Framework and Benchmark for Object Detection Datasets
Fuente:
arXiv
Saved in:
| Main Authors: | Penquitt, Sarina, Klees, Jonathan, Cakaj, Rinor, Kondermann, Daniel, Rottmann, Matthias, Schmarje, Lars |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Learning to Detect Label Errors by Making Them: A Method for Segmentation and Object Detection Datasets
by: Penquitt, Sarina, et al.
Published: (2025)
by: Penquitt, Sarina, et al.
Published: (2025)
CNN Mixture-of-Depths
by: Cakaj, Rinor, et al.
Published: (2024)
by: Cakaj, Rinor, et al.
Published: (2024)
Spectral Wavelet Dropout: Regularization in the Wavelet Domain
by: Cakaj, Rinor, et al.
Published: (2024)
by: Cakaj, Rinor, et al.
Published: (2024)
Squeeze-and-Remember Block
by: Cakaj, Rinor, et al.
Published: (2024)
by: Cakaj, Rinor, et al.
Published: (2024)
UNCOVER: Unknown Class Object Detection for Autonomous Vehicles in Real-time
by: Schmarje, Lars, et al.
Published: (2024)
by: Schmarje, Lars, et al.
Published: (2024)
Automated Detection of Label Errors in Semantic Segmentation Datasets via Deep Learning and Uncertainty Quantification
by: Rottmann, Matthias, et al.
Published: (2022)
by: Rottmann, Matthias, et al.
Published: (2022)
On the Potential of Open-Vocabulary Models for Object Detection in Unusual Street Scenes
by: Ilyas, Sadia, et al.
Published: (2024)
by: Ilyas, Sadia, et al.
Published: (2024)
OoDIS: Anomaly Instance Segmentation and Detection Benchmark
by: Nekrasov, Alexey, et al.
Published: (2024)
by: Nekrasov, Alexey, et al.
Published: (2024)
Out-of-Distribution Object Detection in Street Scenes via Synthetic Outlier Exposure and Transfer Learning
by: Ilyas, Sadia, et al.
Published: (2026)
by: Ilyas, Sadia, et al.
Published: (2026)
Probabilistic Label Spreading: Efficient and Consistent Estimation of Soft Labels with Epistemic Uncertainty on Graphs
by: Klees, Jonathan, et al.
Published: (2026)
by: Klees, Jonathan, et al.
Published: (2026)
Pseudo-Labeling Driven Refinement of Benchmark Object Detection Datasets via Analysis of Learning Patterns
by: Kim, Min Je, et al.
Published: (2025)
by: Kim, Min Je, et al.
Published: (2025)
Annotating Ambiguous Images: General Annotation Strategy for High-Quality Data with Real-World Biomedical Validation
by: Schmarje, Lars, et al.
Published: (2023)
by: Schmarje, Lars, et al.
Published: (2023)
Bridging Annotation Gaps: Transferring Labels to Align Object Detection Datasets
by: Kennerley, Mikhail, et al.
Published: (2025)
by: Kennerley, Mikhail, et al.
Published: (2025)
Online Pseudo-Label Unified Object Detection for Multiple Datasets Training
by: Tang, XiaoJun, et al.
Published: (2024)
by: Tang, XiaoJun, et al.
Published: (2024)
FutrTrack: A Camera-LiDAR Fusion Transformer for 3D Multiple Object Tracking
by: Teye, Martha Teiko, et al.
Published: (2025)
by: Teye, Martha Teiko, et al.
Published: (2025)
LiDAR MOT-DETR: A LiDAR-based Two-Stage Transformer for 3D Multiple Object Tracking
by: Teye, Martha Teiko, et al.
Published: (2025)
by: Teye, Martha Teiko, et al.
Published: (2025)
Can We Challenge Open-Vocabulary Object Detectors with Generated Content in Street Scenes?
by: Mütze, Annika, et al.
Published: (2025)
by: Mütze, Annika, et al.
Published: (2025)
False Negative Reduction in Semantic Segmentation under Domain Shift using Depth Estimation
by: Maag, Kira, et al.
Published: (2022)
by: Maag, Kira, et al.
Published: (2022)
Event-based Tiny Object Detection: A Benchmark Dataset and Baseline
by: Chen, Nuo, et al.
Published: (2025)
by: Chen, Nuo, et al.
Published: (2025)
Visible-Thermal Tiny Object Detection: A Benchmark Dataset and Baselines
by: Ying, Xinyi, et al.
Published: (2024)
by: Ying, Xinyi, et al.
Published: (2024)
Constellation Dataset: Benchmarking High-Altitude Object Detection for an Urban Intersection
by: Turkcan, Mehmet Kerem, et al.
Published: (2024)
by: Turkcan, Mehmet Kerem, et al.
Published: (2024)
Auto-Labeling Data for Object Detection
by: Griffin, Brent A., et al.
Published: (2025)
by: Griffin, Brent A., et al.
Published: (2025)
OSR-ViT: A Simple and Modular Framework for Open-Set Object Detection and Discovery
by: Inkawhich, Matthew, et al.
Published: (2024)
by: Inkawhich, Matthew, et al.
Published: (2024)
Oriented Tiny Object Detection: A Dataset, Benchmark, and Dynamic Unbiased Learning
by: Xu, Chang, et al.
Published: (2024)
by: Xu, Chang, et al.
Published: (2024)
Label Errors in the Tobacco3482 Dataset
by: Lim, Gordon, et al.
Published: (2024)
by: Lim, Gordon, et al.
Published: (2024)
Ambiguous Annotations: When is a Pedestrian not a Pedestrian?
by: Schwirten, Luisa, et al.
Published: (2024)
by: Schwirten, Luisa, et al.
Published: (2024)
TiROD: Tiny Robotics Dataset and Benchmark for Continual Object Detection
by: Pasti, Francesco, et al.
Published: (2024)
by: Pasti, Francesco, et al.
Published: (2024)
Hyperspectral Remote Sensing Images Salient Object Detection: The First Benchmark Dataset and Baseline
by: Liu, Peifu, et al.
Published: (2025)
by: Liu, Peifu, et al.
Published: (2025)
Temporal Object Captioning for Street Scene Videos from LiDAR Tracks
by: Gopinathan, Vignesh, et al.
Published: (2025)
by: Gopinathan, Vignesh, et al.
Published: (2025)
LEOD: Label-Efficient Object Detection for Event Cameras
by: Wu, Ziyi, et al.
Published: (2023)
by: Wu, Ziyi, et al.
Published: (2023)
DitHub: A Modular Framework for Incremental Open-Vocabulary Object Detection
by: Cappellino, Chiara, et al.
Published: (2025)
by: Cappellino, Chiara, et al.
Published: (2025)
RICO: Two Realistic Benchmarks and an In-Depth Analysis for Incremental Learning in Object Detection
by: Neuwirth-Trapp, Matthias, et al.
Published: (2025)
by: Neuwirth-Trapp, Matthias, et al.
Published: (2025)
WUTDet: A 100K-Scale Ship Detection Dataset and Benchmarks with Dense Small Objects
by: Liang, Junxiong, et al.
Published: (2026)
by: Liang, Junxiong, et al.
Published: (2026)
SELECT: Detecting Label Errors in Real-world Scene Text Data
by: Liu, Wenjun, et al.
Published: (2025)
by: Liu, Wenjun, et al.
Published: (2025)
Control Your Queries: Heterogeneous Query Interaction for Camera-Radar Fusion
by: Wu, Jialong, et al.
Published: (2026)
by: Wu, Jialong, et al.
Published: (2026)
PRIMU: Uncertainty Estimation for Novel Views in Gaussian Splatting from Primitive-Based Representations of Error and Coverage
by: Gottwald, Thomas, et al.
Published: (2025)
by: Gottwald, Thomas, et al.
Published: (2025)
Beyond Flat Unknown Labels in Open-World Object Detection
by: Zhang, Yuchen, et al.
Published: (2025)
by: Zhang, Yuchen, et al.
Published: (2025)
Exemplar Diffusion: Improving Medical Object Detection with Opportunistic Labels
by: Wåhlstrand, Victor, et al.
Published: (2026)
by: Wåhlstrand, Victor, et al.
Published: (2026)
Similarity Distance-Based Label Assignment for Tiny Object Detection
by: Shi, Shuohao, et al.
Published: (2024)
by: Shi, Shuohao, et al.
Published: (2024)
Low-Light Image Enhancement Framework for Improved Object Detection in Fisheye Lens Datasets
by: Tran, Dai Quoc, et al.
Published: (2024)
by: Tran, Dai Quoc, et al.
Published: (2024)
Similar Items
-
Learning to Detect Label Errors by Making Them: A Method for Segmentation and Object Detection Datasets
by: Penquitt, Sarina, et al.
Published: (2025) -
CNN Mixture-of-Depths
by: Cakaj, Rinor, et al.
Published: (2024) -
Spectral Wavelet Dropout: Regularization in the Wavelet Domain
by: Cakaj, Rinor, et al.
Published: (2024) -
Squeeze-and-Remember Block
by: Cakaj, Rinor, et al.
Published: (2024) -
UNCOVER: Unknown Class Object Detection for Autonomous Vehicles in Real-time
by: Schmarje, Lars, et al.
Published: (2024)