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 101–125 of 617 papers

Title	Date	Tasks	Status	Hype	Score
InstanceRefer: Cooperative Holistic Understanding for Visual Grounding on Point Clouds through Instance Multi-level Contextual Referring	Mar 1, 2021	3D visual groundingAttribute	CodeCode Available	1	5
CORA: Adapting CLIP for Open-Vocabulary Detection with Region Prompting and Anchor Pre-Matching	Mar 23, 2023	Described Object Detectionobject-detection	CodeCode Available	1	5
Bagging Regional Classification Activation Maps for Weakly Supervised Object Localization	Jul 16, 2022	ObjectObject Localization	CodeCode Available	1	5
Faraway-Frustum: Dealing with Lidar Sparsity for 3D Object Detection using Fusion	Nov 3, 2020	3D Object DetectionObject	CodeCode Available	1	5
BEVNeXt: Reviving Dense BEV Frameworks for 3D Object Detection	Dec 4, 2023	3D Object DetectionDecoder	CodeCode Available	1	5
Online Refinement of Low-level Feature Based Activation Map for Weakly Supervised Object Localization	Oct 12, 2021	ObjectObject Localization	CodeCode Available	1	5
Keep It SimPool: Who Said Supervised Transformers Suffer from Attention Deficit?	Sep 13, 2023	Image ClassificationImage Retrieval	CodeCode Available	1	5
CREAM: Weakly Supervised Object Localization via Class RE-Activation Mapping	May 27, 2022	ClusteringObject	CodeCode Available	1	5
UniTAB: Unifying Text and Box Outputs for Grounded Vision-Language Modeling	Nov 23, 2021	Image CaptioningImage Description	CodeCode Available	1	5
F-CAM: Full Resolution Class Activation Maps via Guided Parametric Upscaling	Sep 15, 2021	Object LocalizationWeakly-Supervised Object Localization	CodeCode Available	1	5
Deep Learning Innovations for Underwater Waste Detection: An In-Depth Analysis	May 28, 2024	Object Localization	CodeCode Available	1	5
IllusionVQA: A Challenging Optical Illusion Dataset for Vision Language Models	Mar 23, 2024	Common Sense ReasoningIn-Context Learning	CodeCode Available	1	5
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features	May 13, 2019	Domain GeneralizationImage Captioning	CodeCode Available	1	5
FlightScope: An Experimental Comparative Review of Aircraft Detection Algorithms in Satellite Imagery	Apr 3, 2024	Objectobject-detection	CodeCode Available	1	5
Frustum PointNets for 3D Object Detection from RGB-D Data	Nov 22, 2017	3D Object DetectionObject	CodeCode Available	1	5
DAFNe: A One-Stage Anchor-Free Approach for Oriented Object Detection	Sep 13, 2021	object-detectionObject Detection	CodeCode Available	1	5
DanceTrack: Multi-Object Tracking in Uniform Appearance and Diverse Motion	Nov 29, 2021	Multi-Object TrackingObject	CodeCode Available	1	5
Generative Prompt Model for Weakly Supervised Object Localization	Jul 19, 2023	DenoisingImage Denoising	CodeCode Available	1	5
Group-Wise Learning for Weakly Supervised Semantic Segmentation	Dec 1, 2021	Graph Neural NetworkObject Localization	CodeCode Available	1	5
TS-CAM: Token Semantic Coupled Attention Map for Weakly Supervised Object Localization	Mar 27, 2021	ObjectObject Localization	CodeCode Available	1	5
Boosting Weakly Supervised Object Detection via Learning Bounding Box Adjusters	Aug 3, 2021	Objectobject-detection	CodeCode Available	1	5
DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering	Dec 12, 2022	ClusteringGraph Neural Network	CodeCode Available	1	5
Anchor-free Small-scale Multispectral Pedestrian Detection	Aug 19, 2020	Autonomous DrivingData Augmentation	CodeCode Available	1	5
Grad-CAM++: Improved Visual Explanations for Deep Convolutional Networks	Oct 30, 2017	3D Action RecognitionAction Recognition	CodeCode Available	1	5
HINT: Hierarchical Neuron Concept Explainer	Mar 27, 2022	Object LocalizationWeakly-Supervised Object Localization	CodeCode Available	1	5

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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