Image Classification

Image Classification is a fundamental task in vision recognition that aims to understand and categorize an image as a whole under a specific label. Unlike object detection, which involves classification and location of multiple objects within an image, image classification typically pertains to single-object images. When the classification becomes highly detailed or reaches instance-level, it is often referred to as image retrieval, which also involves finding similar images in a large database.

Source: Metamorphic Testing for Object Detection Systems

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 8101–8125 of 10420 papers

Title	Date	Tasks	Status
Dynamic Convolutions: Exploiting Spatial Sparsity for Faster Inference	Dec 6, 2019	Image ClassificationPose Estimation	CodeCode Available
3D CNN with Localized Residual Connections for Hyperspectral Image Classification	Dec 6, 2019	ClassificationGeneral Classification	CodeCode Available
Collective Learning	Dec 5, 2019	image-classificationImage Classification	—Unverified
Self-Supervised Learning of Video-Induced Visual Invariances	Dec 5, 2019	Image ClassificationSelf-Supervised Learning	—Unverified
Scratch that! An Evolution-based Adversarial Attack against Neural Networks	Dec 5, 2019	Adversarial AttackImage Captioning	CodeCode Available
Efficient feature embedding of 3D brain MRI images for content-based image retrieval with deep metric learning	Dec 4, 2019	ClusteringContent-Based Image Retrieval	—Unverified
Towards Robust Image Classification Using Sequential Attention Models	Dec 4, 2019	Adversarial RobustnessClassification	—Unverified
Domain-independent Dominance of Adaptive Methods	Dec 4, 2019	image-classificationImage Classification	CodeCode Available
An Automated Deep Learning Approach for Bacterial Image Classification	Dec 4, 2019	ClassificationDeep Learning	—Unverified
On the Validity of Bayesian Neural Networks for Uncertainty Estimation	Dec 3, 2019	image-classificationImage Classification	—Unverified
Less Is Better: Unweighted Data Subsampling via Influence Function	Dec 3, 2019	General Classificationimage-classification	CodeCode Available
Google street view and deep learning: a new ground truthing approach for crop mapping	Dec 3, 2019	image-classificationImage Classification	—Unverified
Learning scale-variant features for robust iris authentication with deep learning based ensemble framework	Dec 2, 2019	image-classificationImage Classification	—Unverified
AP-Perf: Incorporating Generic Performance Metrics in Differentiable Learning	Dec 2, 2019	General Classificationimage-classification	CodeCode Available
STAR-Caps: Capsule Networks with Straight-Through Attentive Routing	Dec 1, 2019	ClassificationGeneral Classification	—Unverified
ObjectNet: A large-scale bias-controlled dataset for pushing the limits of object recognition models	Dec 1, 2019	BIG-bench Machine LearningImage Classification	—Unverified
Efficient Neural Architecture Transformation Search in Channel-Level for Object Detection	Dec 1, 2019	image-classificationImage Classification	—Unverified
Discriminative Joint Probability Maximum Mean Discrepancy (DJP-MMD) for Domain Adaptation	Dec 1, 2019	Domain AdaptationGeneral Classification	CodeCode Available
L_DMI: A Novel Information-theoretic Loss Function for Training Deep Nets Robust to Label Noise	Dec 1, 2019	Image ClassificationLearning with noisy labels	—Unverified
Data Parameters: A New Family of Parameters for Learning a Differentiable Curriculum	Dec 1, 2019	General Classificationimage-classification	CodeCode Available
DATA: Differentiable ArchiTecture Approximation	Dec 1, 2019	image-classificationImage Classification	CodeCode Available
Hybrid 8-bit Floating Point (HFP8) Training and Inference for Deep Neural Networks	Dec 1, 2019	image-classificationImage Classification	—Unverified
Gaussian-Based Pooling for Convolutional Neural Networks	Dec 1, 2019	image-classificationImage Classification	CodeCode Available
Constrained deep neural network architecture search for IoT devices accounting for hardware calibration	Dec 1, 2019	General Classificationimage-classification	—Unverified
SGAS: Sequential Greedy Architecture Search	Nov 30, 2019	ClassificationGeneral Classification	CodeCode Available

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All datasets ImageNet CIFAR-10 CIFAR-100 STL-10 ObjectNet MNIST SVHN iNaturalist 2018 ImageNet ReaL Flowers-102 Clothing1M mini WebVision 1.0

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CoCa (finetuned)	Top 1 Accuracy	91	—	Unverified
2	Model soups (BASIC-L)	Top 1 Accuracy	90.98	—	Unverified
3	Model soups (ViT-G/14)	Top 1 Accuracy	90.94	—	Unverified
4	DaViT-G	Top 1 Accuracy	90.4	—	Unverified
5	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
6	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
7	SwinV2-G	Top 1 Accuracy	90.17	—	Unverified
8	MAWS (ViT-6.5B)	Top 1 Accuracy	90.1	—	Unverified
9	Florence-CoSwin-H	Top 1 Accuracy	90.05	—	Unverified
10	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified