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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 451–475 of 617 papers

Title	Date	Tasks	Status
Class Correlation affects Single Object Localization using Pre-trained ConvNets	Oct 26, 2017	ObjectObject Localization	—Unverified
SEMPART: Self-supervised Multi-resolution Partitioning of Image Semantics	Sep 20, 2023	Objectobject-detection	—Unverified
CLIP meets Model Zoo Experts: Pseudo-Supervision for Visual Enhancement	Oct 21, 2023	Depth Estimationimage-classification	—Unverified
Weakly Supervised Monocular 3D Detection with a Single-View Image	Feb 29, 2024	Knowledge DistillationObject Localization	—Unverified
Collaborative Deep Reinforcement Learning for Joint Object Search	Feb 18, 2017	Active Object LocalizationDeep Reinforcement Learning	—Unverified
Co-localization with Category-Consistent Features and Geodesic Distance Propagation	Dec 10, 2016	image-classificationImage Classification	—Unverified
Compression and Localization in Reinforcement Learning for ATARI Games	Apr 20, 2019	Atari GamesModel Compression	—Unverified
Confidence-driven Bounding Box Localization for Small Object Detection	Mar 3, 2023	Objectobject-detection	—Unverified
Constrained Sampling for Class-Agnostic Weakly Supervised Object Localization	Sep 9, 2022	ObjectObject Localization	—Unverified
Simultaneous Food Localization and Recognition	Apr 27, 2016	NutritionObject Localization	—Unverified
Cooperative Multi-Monostatic Sensing for Object Localization in 6G Networks	Nov 24, 2023	Object Localization	—Unverified
Could We Generate Cytology Images from Histopathology Images? An Empirical Study	Mar 16, 2024	Data AugmentationImage-to-Image Translation	—Unverified
CPR++: Object Localization via Single Coarse Point Supervision	Jan 30, 2024	ObjectObject Localization	—Unverified
Skeleton-Based Mutually Assisted Interacted Object Localization and Human Action Recognition	Oct 28, 2021	Action RecognitionObject	—Unverified
Cross-Modal Distillation for 2D/3D Multi-Object Discovery from 2D Motion	Jan 1, 2025	Multi-object discoveryObject	—Unverified
Weakly-supervised multi-class object localization using only object counts as labels	Feb 23, 2021	ObjectObject Localization	—Unverified
A Generic Approach to Lung Field Segmentation from Chest Radiographs using Deep Space and Shape Learning	Jul 11, 2018	Capacity EstimationObject Localization	—Unverified
Cyclic Learning for Binaural Audio Generation and Localization	Jan 1, 2024	Audio GenerationObject	—Unverified
D2DF2WOD: Learning Object Proposals for Weakly-Supervised Object Detection via Progressive Domain Adaptation	Dec 2, 2022	Domain AdaptationObject	—Unverified
Weakly Supervised Object Localization and Detection: A Survey	Apr 16, 2021	ObjectObject Localization	—Unverified
DeepAdaIn-Net: Deep Adaptive Device-Edge Collaborative Inference for Augmented Reality	Sep 22, 2023	Collaborative InferenceFeature Compression	—Unverified
Deep Contextual Attention for Human-Object Interaction Detection	Oct 17, 2019	Human-Object Interaction DetectionObject	—Unverified
Deep Joint Task Learning for Generic Object Extraction	Feb 3, 2015	ObjectObject Localization	—Unverified
Deep learning architectures for automated image segmentation	Sep 19, 2019	Boundary DetectionDecoder	—Unverified
Deep Learning for Weakly-Supervised Object Detection and Object Localization: A Survey	May 26, 2021	Objectobject-detection	—Unverified

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All datasets REVERIE KITTI Cars Easy KITTI Pedestrians Hard KITTI Pedestrians Moderate KITTI Cars Hard KITTI Cyclists Easy KITTI Cyclists Moderate KITTI Pedestrians Easy GRIT KITTI Cyclists Hard IllusionVQA KITTI Cars Moderate

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	OSMaN	RGSPL	32.99	—	Unverified
2	SUSA	RGSPL	27.31	—	Unverified
3	Shanks	RGSPL	22.85	—	Unverified
4	CVPR22	RGSPL	22.06	—	Unverified
5	damm1	RGSPL	15.96	—	Unverified
6	1637	RGSPL	14.03	—	Unverified
7	init. PREVALENT	RGSPL	13.51	—	Unverified
8	Airbert	RGSPL	13.28	—	Unverified
9	init. OSCAR	RGSPL	10	—	Unverified
10	SIA	RGSPL	9.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	VoxelNet	AP	89.35	—	Unverified
2	VoxelNet	AP	89.35	—	Unverified
3	Frustum PointNets	AP	88.7	—	Unverified
4	Frustum PointNets	AP	81.2	—	Unverified
5	VoxelNet	AP	77.47	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Frustrum-PointPillars	AP	48.3	—	Unverified
2	Frustum PointNets	AP	47.2	—	Unverified
3	Frustum PointNets	AP	40.23	—	Unverified
4	VoxelNet	AP	38.11	—	Unverified
5	VoxelNet	AP	31.51	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Frustrum-PointPillars	AP	52.23	—	Unverified
2	Frustum PointNets	AP	50.22	—	Unverified
3	Frustum PointNets	AP	42.15	—	Unverified
4	VoxelNet	AP	40.74	—	Unverified
5	VoxelNet	AP	33.69	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	VoxelNet	AP	77.39	—	Unverified
2	Frustum PointNets	AP	75.33	—	Unverified
3	Frustum PointNets	AP	62.19	—	Unverified
4	VoxelNet	AP	57.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Frustum PointNets	AP	75.38	—	Unverified
2	Frustum PointNets	AP	71.96	—	Unverified
3	VoxelNet	AP	66.7	—	Unverified
4	VoxelNet	AP	61.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Frustum PointNets	AP	61.96	—	Unverified
2	Frustum PointNets	AP	56.77	—	Unverified
3	VoxelNet	AP	54.76	—	Unverified
4	VoxelNet	AP	48.36	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Frustum PointNets	AP	58.09	—	Unverified
2	Frustum PointNets	AP	51.21	—	Unverified
3	VoxelNet	AP	46.13	—	Unverified
4	VoxelNet	AP	39.48	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Unified-IOXL	Localization (ablation)	67	—	Unverified
2	GPV-2	Localization (ablation)	53.6	—	Unverified
3	Mask R-CNN	Localization (ablation)	44.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Frustum PointNets	AP	54.68	—	Unverified
2	VoxelNe	AP	50.55	—	Unverified
3	Frustum PointNets	AP	50.39	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT4-Vision 4-shot+CoT	Accuracy	49.7	—	Unverified
2	Gemini-Pro 4-shot+CoT	Accuracy	33.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Frustum PointNets	AP	84	—	Unverified
2	VoxelNet	AP	79.26	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Frustrum-PointPillars	AP	60.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Hausdorff Loss	Precision	88.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ours	CorLoc	41.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ours	CorLoc	47.45	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Hausdorff Loss	F-Score	88.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Hausdorff Loss	Recall	89.2	—	Unverified