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 126–150 of 617 papers

Title	Date	Tasks	Status	Hype
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
Integrated Grad-CAM: Sensitivity-Aware Visual Explanation of Deep Convolutional Networks via Integrated Gradient-Based Scoring	Feb 15, 2021	Object LocalizationSensitivity	CodeCode Available	1
EDN: Salient Object Detection via Extremely-Downsampled Network	Dec 24, 2020	DecoderObject	CodeCode Available	1
Contrastive Learning of Relative Position Regression for One-Shot Object Localization in 3D Medical Images	Dec 13, 2020	Contrastive LearningObject Localization	CodeCode Available	1
CIA-SSD: Confident IoU-Aware Single-Stage Object Detector From Point Cloud	Dec 5, 2020	3D Object DetectionBirds Eye View Object Detection	CodeCode Available	1
RfD-Net: Point Scene Understanding by Semantic Instance Reconstruction	Nov 30, 2020	3D geometryObject	CodeCode Available	1
TTVOS: Lightweight Video Object Segmentation with Adaptive Template Attention Module and Temporal Consistency Loss	Nov 9, 2020	ObjectObject Localization	CodeCode Available	1
Faraway-Frustum: Dealing with Lidar Sparsity for 3D Object Detection using Fusion	Nov 3, 2020	3D Object DetectionObject	CodeCode Available	1
Discriminative Sounding Objects Localization via Self-supervised Audiovisual Matching	Oct 12, 2020	ObjectObject Localization	CodeCode Available	1
Anchor-free Small-scale Multispectral Pedestrian Detection	Aug 19, 2020	Autonomous DrivingData Augmentation	CodeCode Available	1
Sketch-Guided Object Localization in Natural Images	Aug 14, 2020	Image RetrievalObject	CodeCode Available	1
Rethinking Class Activation Mapping for Weakly Supervised Object Localization	Aug 1, 2020	ObjectObject Localization	CodeCode Available	1
Eigen-CAM: Class Activation Map using Principal Components	Aug 1, 2020	Object LocalizationWeakly-Supervised Object Localization	CodeCode Available	1
Geometry Constrained Weakly Supervised Object Localization	Jul 19, 2020	ObjectObject Localization	CodeCode Available	1
A Generic Visualization Approach for Convolutional Neural Networks	Jul 19, 2020	ClassificationGeneral Classification	CodeCode Available	1
RepPoints V2: Verification Meets Regression for Object Detection	Jul 16, 2020	Instance SegmentationObject	CodeCode Available	1
Training Interpretable Convolutional Neural Networks by Differentiating Class-specific Filters	Jul 16, 2020	Object Localization	CodeCode Available	1
Cross-Modal Weighting Network for RGB-D Salient Object Detection	Jul 9, 2020	object-detectionObject Detection	CodeCode Available	1
Evaluation for Weakly Supervised Object Localization: Protocol, Metrics, and Datasets	Jul 8, 2020	Few-Shot LearningModel Selection	CodeCode Available	1
Mining Cross-Image Semantics for Weakly Supervised Semantic Segmentation	Jul 3, 2020	ObjectObject Localization	CodeCode Available	1
Learning to Segment from Scribbles using Multi-scale Adversarial Attention Gates	Jul 2, 2020	Deep AttentionImage Segmentation	CodeCode Available	1
MoNet3D: Towards Accurate Monocular 3D Object Localization in Real Time	Jun 29, 2020	Monocular 3D Object LocalizationObject	CodeCode Available	1
Distilling Knowledge from Refinement in Multiple Instance Detection Networks	Apr 23, 2020	Knowledge DistillationMultiple Instance Learning	CodeCode Available	1
Ground Truth Evaluation of Neural Network Explanations with CLEVR-XAI	Mar 16, 2020	BenchmarkingExplainable Artificial Intelligence (XAI)	CodeCode Available	1
Dual-attention Guided Dropblock Module for Weakly Supervised Object Localization	Mar 9, 2020	Object LocalizationWeakly-Supervised Object Localization	CodeCode Available	1

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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