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

Showing 29412950 of 10420 papers

TitleStatusHype
Skin Lesion Diagnosis Using Convolutional Neural Networks0
STREAMLINE: Streaming Active Learning for Realistic Multi-Distributional SettingsCode0
SPENSER: Towards a NeuroEvolutionary Approach for Convolutional Spiking Neural NetworksCode0
ONE-PEACE: Exploring One General Representation Model Toward Unlimited ModalitiesCode3
CageViT: Convolutional Activation Guided Efficient Vision Transformer0
Exploring the cloud of feature interaction scores in a Rashomon set0
Logit-Based Ensemble Distribution Distillation for Robust Autoregressive Sequence Uncertainties0
Transfer Learning for Fine-grained Classification Using Semi-supervised Learning and Visual Transformers0
Deep Learning Applications Based on WISE Infrared Data: Classification of Stars, Galaxies and Quasars0
Adaptive aggregation of Monte Carlo augmented decomposed filters for efficient group-equivariant convolutional neural networkCode0
Show:102550
← PrevPage 295 of 1042Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoCa (finetuned)Top 1 Accuracy91Unverified
2Model soups (BASIC-L)Top 1 Accuracy90.98Unverified
3Model soups (ViT-G/14)Top 1 Accuracy90.94Unverified
4DaViT-GTop 1 Accuracy90.4Unverified
5Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2Unverified
6DaViT-HTop 1 Accuracy90.2Unverified
7SwinV2-GTop 1 Accuracy90.17Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05Unverified
10RevCol-HTop 1 Accuracy90Unverified