SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 4201–4225 of 10420 papers

TitleStatusHype
DeepTraverse: A Depth-First Search Inspired Network for Algorithmic Visual Understanding—0
Benchmarking a Benchmark: How Reliable is MS-COCO?—0
Deep Transfer Learning: Model Framework and Error Analysis—0
An Alternative Practice of Tropical Convolution to Traditional Convolutional Neural Networks—0
Boosting Adversarial Transferability for Hyperspectral Image Classification Using 3D Structure-invariant Transformation and Intermediate Feature Distance—0
Deep Transfer Learning Methods for Colon Cancer Classification in Confocal Laser Microscopy Images—0
Benchmark data to study the influence of pre-training on explanation performance in MR image classification—0
Adaptive Risk Minimization: A Meta-Learning Approach for Tackling Group Shift—0
Deep Transfer Learning for Person Re-identification—0
Benchmark Analysis of Various Pre-trained Deep Learning Models on ASSIRA Cats and Dogs Dataset—0
Hippocampus Temporal Lobe Epilepsy Detection using a Combination of Shape-based Features and Spherical Harmonics Representation—0
Histopathology Image Classification using Deep Manifold Contrastive Learning—0
Deep transfer learning for image classification: a survey—0
Deep Transfer Learning for Few-Shot SAR Image Classification—0
BEL: A Bag Embedding Loss for Transformer enhances Multiple Instance Whole Slide Image Classification—0
Deep transfer learning for detecting Covid-19, Pneumonia and Tuberculosis using CXR images -- A Review—0
deepTerra -- AI Land Classification Made Easy—0
Achieving Pareto Optimality using Efficient Parameter Reduction for DNNs in Resource-Constrained Edge Environment—0
Hilbert Curve Based Molecular Sequence Analysis—0
Deep tensor networks with matrix product operators—0
DeepTensor: Low-Rank Tensor Decomposition with Deep Network Priors—0
Deep Supervision with Intermediate Concepts—0
Behavior of Mini-Batch Optimization for Training Deep Neural Networks on Large Datasets—0
High Quality Remote Sensing Image Super-Resolution Using Deep Memory Connected Network—0
Hilbert Sinkhorn Divergence for Optimal Transport—0
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All datasetsImageNetCIFAR-10CIFAR-100STL-10ObjectNetMNISTSVHNiNaturalist 2018ImageNet ReaLFlowers-102Clothing1Mmini WebVision 1.0

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoCa (finetuned)Top 1 Accuracy91—Unverified
2Model soups (BASIC-L)Top 1 Accuracy90.98—Unverified
3Model soups (ViT-G/14)Top 1 Accuracy90.94—Unverified
4DaViT-GTop 1 Accuracy90.4—Unverified
5Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2—Unverified
6DaViT-HTop 1 Accuracy90.2—Unverified
7SwinV2-GTop 1 Accuracy90.17—Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1—Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05—Unverified
10RevCol-HTop 1 Accuracy90—Unverified