SOTAVerified

Object Localization

Object Localization is the task of locating an instance of a particular object category in an image, typically by specifying a tightly cropped bounding box centered on the instance. An object proposal specifies a candidate bounding box, and an object proposal is said to be a correct localization if it sufficiently overlaps a human-labeled “ground-truth” bounding box for the given object. In the literature, the “Object Localization” task is to locate one instance of an object category, whereas “object detection” focuses on locating all instances of a category in a given image.

Source: Fast On-Line Kernel Density Estimation for Active Object Localization

Papers

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Showing 301–350 of 617 papers

TitleStatusHype
YOLIC: An Efficient Method for Object Localization and Classification on Edge DevicesCode0
Open-Vocabulary Object Detection via Scene Graph Discovery—0
EgoCOL: Egocentric Camera pose estimation for Open-world 3D object Localization @Ego4D challenge 2023Code0
3-Dimensional Sonic Phase-invariant Echo LocalizationCode0
A Novel Confidence Induced Class Activation Mapping for MRI Brain Tumor SegmentationCode0
NeurOCS: Neural NOCS Supervision for Monocular 3D Object Localization—0
Counterfactual Co-occurring Learning for Bias Mitigation in Weakly-supervised Object Localization—0
Probing the Role of Positional Information in Vision-Language Models—0
A Systematic Study on Object Recognition Using Millimeter-wave Radar—0
AV-SAM: Segment Anything Model Meets Audio-Visual Localization and Segmentation—0
Learning to search for and detect objects in foveal images using deep learning—0
WildRefer: 3D Object Localization in Large-scale Dynamic Scenes with Multi-modal Visual Data and Natural LanguageCode0
MOST: Multiple Object localization with Self-supervised Transformers for object discovery—0
Sketch-based Video Object LocalizationCode0
Trade-offs in Fine-tuned Diffusion Models Between Accuracy and InterpretabilityCode0
Few-shot Geometry-Aware Keypoint Localization—0
Why is plausibility surprisingly problematic as an XAI criterion?—0
DiffusionSeg: Adapting Diffusion Towards Unsupervised Object Discovery—0
CoLo-CAM: Class Activation Mapping for Object Co-Localization in Weakly-Labeled Unconstrained VideosCode0
Query-guided Attention in Vision Transformers for Localizing Objects Using a Single Sketch—0
Multiparticle Kalman filter for object localization in symmetric environments—0
FingerSLAM: Closed-loop Unknown Object Localization and Reconstruction from Visuo-tactile Feedback—0
Joint ANN-SNN Co-training for Object Localization and Image Segmentation—0
3D-Aware Object Localization using Gaussian Implicit Occupancy Function—0
Confidence-driven Bounding Box Localization for Small Object Detection—0
Deep Learning for Identifying Iran's Cultural Heritage Buildings in Need of Conservation Using Image Classification and Grad-CAMCode0
NU-AIR -- A Neuromorphic Urban Aerial Dataset for Detection and Localization of Pedestrians and Vehicles—0
An Application of Deep Learning for Sweet Cherry Phenotyping using YOLO Object Detection—0
RREx-BoT: Remote Referring Expressions with a Bag of Tricks—0
Object Preserving Siamese Network for Single Object Tracking on Point Clouds—0
Knowledge-guided Causal Intervention for Weakly-supervised Object LocalizationCode0
Adversarial Normalization: I Can Visualize Everything (ICE)Code0
Discriminating Known From Unknown Objects via Structure-Enhanced Recurrent Variational AutoEncoderCode0
Learning Multi-Modal Class-Specific Tokens for Weakly Supervised Dense Object Localization—0
Category-aware Allocation Transformer for Weakly Supervised Object Localization—0
Expeditious Saliency-guided Mix-up through Random Gradient ThresholdingCode0
Semi-Supervised Object Detection with Object-wise Contrastive Learning and Regression Uncertainty—0
D2DF2WOD: Learning Object Proposals for Weakly-Supervised Object Detection via Progressive Domain Adaptation—0
Multimodal Query-guided Object Localization—0
LocPoseNet: Robust Location Prior for Unseen Object Pose Estimation—0
One-Shot General Object LocalizationCode0
Autonomous Marker-less Rapid Aerial Grasping—0
Boundary-aware Camouflaged Object Detection via Deformable Point Sampling—0
Unifying Vision-Language Representation Space with Single-tower Transformer—0
Scene-Text Oriented Reffering Expression ComprehensionCode0
Grounding Scene Graphs on Natural Images via Visio-Lingual Message Passing—0
I see what you hear: a vision-inspired method to localize words—0
Does Thermal Really Always Matter for RGB-T Salient Object Detection?Code0
Contrastive Corpus Attribution for Explaining RepresentationsCode0
NeRF-Loc: Transformer-Based Object Localization Within Neural Radiance Fields—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1OSMaNRGSPL32.99—Unverified
2SUSARGSPL27.31—Unverified
3ShanksRGSPL22.85—Unverified
4CVPR22RGSPL22.06—Unverified
5damm1RGSPL15.96—Unverified
61637RGSPL14.03—Unverified
7init. PREVALENTRGSPL13.51—Unverified
8AirbertRGSPL13.28—Unverified
9init. OSCARRGSPL10—Unverified
10SIARGSPL9.2—Unverified
#ModelMetricClaimedVerifiedStatus
1VoxelNetAP89.35—Unverified
2VoxelNetAP89.35—Unverified
3Frustum PointNetsAP88.7—Unverified
4Frustum PointNetsAP81.2—Unverified
5VoxelNetAP77.47—Unverified
#ModelMetricClaimedVerifiedStatus
1Frustrum-PointPillarsAP48.3—Unverified
2Frustum PointNetsAP47.2—Unverified
3Frustum PointNetsAP40.23—Unverified
4VoxelNetAP38.11—Unverified
5VoxelNetAP31.51—Unverified
#ModelMetricClaimedVerifiedStatus
1Frustrum-PointPillarsAP52.23—Unverified
2Frustum PointNetsAP50.22—Unverified
3Frustum PointNetsAP42.15—Unverified
4VoxelNetAP40.74—Unverified
5VoxelNetAP33.69—Unverified
#ModelMetricClaimedVerifiedStatus
1VoxelNetAP77.39—Unverified
2Frustum PointNetsAP75.33—Unverified
3Frustum PointNetsAP62.19—Unverified
4VoxelNetAP57.73—Unverified
#ModelMetricClaimedVerifiedStatus
1Frustum PointNetsAP75.38—Unverified
2Frustum PointNetsAP71.96—Unverified
3VoxelNetAP66.7—Unverified
4VoxelNetAP61.22—Unverified
#ModelMetricClaimedVerifiedStatus
1Frustum PointNetsAP61.96—Unverified
2Frustum PointNetsAP56.77—Unverified
3VoxelNetAP54.76—Unverified
4VoxelNetAP48.36—Unverified
#ModelMetricClaimedVerifiedStatus
1Frustum PointNetsAP58.09—Unverified
2Frustum PointNetsAP51.21—Unverified
3VoxelNetAP46.13—Unverified
4VoxelNetAP39.48—Unverified
#ModelMetricClaimedVerifiedStatus
1Unified-IOXLLocalization (ablation)67—Unverified
2GPV-2Localization (ablation)53.6—Unverified
3Mask R-CNNLocalization (ablation)44.7—Unverified
#ModelMetricClaimedVerifiedStatus
1Frustum PointNetsAP54.68—Unverified
2VoxelNeAP50.55—Unverified
3Frustum PointNetsAP50.39—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT4-Vision 4-shot+CoTAccuracy49.7—Unverified
2Gemini-Pro 4-shot+CoTAccuracy33.9—Unverified
#ModelMetricClaimedVerifiedStatus
1Frustum PointNetsAP84—Unverified
2VoxelNetAP79.26—Unverified
#ModelMetricClaimedVerifiedStatus
1Frustrum-PointPillarsAP60.98—Unverified
#ModelMetricClaimedVerifiedStatus
1Hausdorff LossPrecision88.1—Unverified
#ModelMetricClaimedVerifiedStatus
1oursCorLoc41.2—Unverified
#ModelMetricClaimedVerifiedStatus
1oursCorLoc47.45—Unverified
#ModelMetricClaimedVerifiedStatus
1Hausdorff LossF-Score88.6—Unverified
#ModelMetricClaimedVerifiedStatus
1Hausdorff LossRecall89.2—Unverified