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 25812590 of 10420 papers

TitleStatusHype
Distributionally Robust Classification on a Data BudgetCode0
ALFA -- Leveraging All Levels of Feature Abstraction for Enhancing the Generalization of Histopathology Image Classification Across Unseen Hospitals0
AFN: Adaptive Fusion Normalization via an Encoder-Decoder FrameworkCode1
Precise Benchmarking of Explainable AI Attribution MethodsCode0
NP-SemiSeg: When Neural Processes meet Semi-Supervised Semantic SegmentationCode1
MiAMix: Enhancing Image Classification through a Multi-stage Augmented Mixed Sample Data Augmentation Method0
ReCLIP: Refine Contrastive Language Image Pre-Training with Source Free Domain AdaptationCode1
SureFED: Robust Federated Learning via Uncertainty-Aware Inward and Outward Inspection0
Evolutionary Multi-objective Optimisation in Neurotrajectory Prediction0
Breast Ultrasound Tumor Classification Using a Hybrid Multitask CNN-Transformer Network0
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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
5DaViT-HTop 1 Accuracy90.2Unverified
6Meta Pseudo Labels (EfficientNet-L2)Top 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