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

Showing 551600 of 617 papers

TitleStatusHype
RON: Reverse Connection with Objectness Prior Networks for Object DetectionCode0
WILDCAT: Weakly Supervised Learning of Deep ConvNets for Image Classification, Pointwise Localization and SegmentationCode0
Iterative Spectral Clustering for Unsupervised Object Localization0
Weakly supervised training of deep convolutional neural networks for overhead pedestrian localization in depth fields0
Ensemble of Part Detectors for Simultaneous Classification and Localization0
Dilated Residual NetworksCode0
Unsupervised Learning Layers for Video Analysis0
How hard can it be? Estimating the difficulty of visual search in an image0
Training object class detectors with click supervision0
Deep Self-Taught Learning for Weakly Supervised Object Localization0
Hide-and-Seek: Forcing a Network to be Meticulous for Weakly-supervised Object and Action LocalizationCode0
Bootstrapping Labelled Dataset Construction for Cow Tracking and Behavior Analysis0
DeNet: Scalable Real-time Object Detection with Directed Sparse SamplingCode0
Gaussian Processes with Context-Supported Priors for Active Object Localization0
Count-ception: Counting by Fully Convolutional Redundant CountingCode0
Weakly Supervised Object Localization Using Things and Stuff Transfer0
Domain Randomization for Transferring Deep Neural Networks from Simulation to the Real WorldCode0
Vision-based Real-Time Aerial Object Localization and Tracking for UAV Sensing System0
Tree-Structured Reinforcement Learning for Sequential Object Localization0
Collaborative Deep Reinforcement Learning for Joint Object Search0
Tracking using Numerous Anchor pointsCode0
Co-localization with Category-Consistent Features and Geodesic Distance Propagation0
Self-learning Scene-specific Pedestrian Detectors using a Progressive Latent Model0
Fast On-Line Kernel Density Estimation for Active Object Localization0
ContextLocNet: Context-Aware Deep Network Models for Weakly Supervised LocalizationCode0
Seeing with Humans: Gaze-Assisted Neural Image Captioning0
Weakly Supervised Object Localization Using Size Estimates0
Active Object Localization in Visual Situations0
Slack and Margin Rescaling as Convex Extensions of Supermodular FunctionsCode0
Latent Constrained Correlation Filters for Object Localization0
Weakly Supervised Object Localization With Progressive Domain Adaptation0
Dense CNN Learning with Equivalent Mappings0
Improving Weakly-Supervised Object Localization By Micro-Annotation0
Deformable Parts Correlation Filters for Robust Visual Tracking0
Simultaneous Food Localization and Recognition0
Fast Object Localization Using a CNN Feature Map Based Multi-Scale Search0
Object Boundary Guided Semantic Segmentation0
Weakly Supervised Localization using Deep Feature Maps0
Self-Transfer Learning for Fully Weakly Supervised Object Localization0
Object Detection via a Multi-Region and Semantic Segmentation-Aware CNN ModelCode0
Square Localization for Efficient and Accurate Object Detection0
Active Object Localization with Deep Reinforcement LearningCode0
Semantic Image Segmentation with Task-Specific Edge Detection Using CNNs and a Discriminatively Trained Domain Transform0
Semantic Segmentation with Boundary Neural Fields0
Occlusion-Aware Object Localization, Segmentation and Pose Estimation0
Joint SFM and Detection Cues for Monocular 3D Localization in Road Scenes0
Image Retrieval Using Scene Graphs0
Is Object Localization for Free? - Weakly-Supervised Learning With Convolutional Neural Networks0
Object detection via a multi-region & semantic segmentation-aware CNN modelCode0
Weakly Supervised Object Localization with Multi-fold Multiple Instance Learning0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1OSMaNRGSPL32.99Unverified
2SUSARGSPL27.31Unverified
3ShanksRGSPL22.85Unverified
4CVPR22RGSPL22.06Unverified
5damm1RGSPL15.96Unverified
61637RGSPL14.03Unverified
7init. PREVALENTRGSPL13.51Unverified
8AirbertRGSPL13.28Unverified
9init. OSCARRGSPL10Unverified
10SIARGSPL9.2Unverified
#ModelMetricClaimedVerifiedStatus
1VoxelNetAP89.35Unverified
2VoxelNetAP89.35Unverified
3Frustum PointNetsAP88.7Unverified
4Frustum PointNetsAP81.2Unverified
5VoxelNetAP77.47Unverified
#ModelMetricClaimedVerifiedStatus
1Frustrum-PointPillarsAP48.3Unverified
2Frustum PointNetsAP47.2Unverified
3Frustum PointNetsAP40.23Unverified
4VoxelNetAP38.11Unverified
5VoxelNetAP31.51Unverified
#ModelMetricClaimedVerifiedStatus
1Frustrum-PointPillarsAP52.23Unverified
2Frustum PointNetsAP50.22Unverified
3Frustum PointNetsAP42.15Unverified
4VoxelNetAP40.74Unverified
5VoxelNetAP33.69Unverified
#ModelMetricClaimedVerifiedStatus
1VoxelNetAP77.39Unverified
2Frustum PointNetsAP75.33Unverified
3Frustum PointNetsAP62.19Unverified
4VoxelNetAP57.73Unverified
#ModelMetricClaimedVerifiedStatus
1Frustum PointNetsAP75.38Unverified
2Frustum PointNetsAP71.96Unverified
3VoxelNetAP66.7Unverified
4VoxelNetAP61.22Unverified
#ModelMetricClaimedVerifiedStatus
1Frustum PointNetsAP61.96Unverified
2Frustum PointNetsAP56.77Unverified
3VoxelNetAP54.76Unverified
4VoxelNetAP48.36Unverified
#ModelMetricClaimedVerifiedStatus
1Frustum PointNetsAP58.09Unverified
2Frustum PointNetsAP51.21Unverified
3VoxelNetAP46.13Unverified
4VoxelNetAP39.48Unverified
#ModelMetricClaimedVerifiedStatus
1Unified-IOXLLocalization (ablation)67Unverified
2GPV-2Localization (ablation)53.6Unverified
3Mask R-CNNLocalization (ablation)44.7Unverified
#ModelMetricClaimedVerifiedStatus
1Frustum PointNetsAP54.68Unverified
2VoxelNeAP50.55Unverified
3Frustum PointNetsAP50.39Unverified
#ModelMetricClaimedVerifiedStatus
1GPT4-Vision 4-shot+CoTAccuracy49.7Unverified
2Gemini-Pro 4-shot+CoTAccuracy33.9Unverified
#ModelMetricClaimedVerifiedStatus
1Frustum PointNetsAP84Unverified
2VoxelNetAP79.26Unverified
#ModelMetricClaimedVerifiedStatus
1Frustrum-PointPillarsAP60.98Unverified
#ModelMetricClaimedVerifiedStatus
1Hausdorff LossPrecision88.1Unverified
#ModelMetricClaimedVerifiedStatus
1oursCorLoc41.2Unverified
#ModelMetricClaimedVerifiedStatus
1oursCorLoc47.45Unverified
#ModelMetricClaimedVerifiedStatus
1Hausdorff LossF-Score88.6Unverified
#ModelMetricClaimedVerifiedStatus
1Hausdorff LossRecall89.2Unverified