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 33313340 of 10420 papers

TitleStatusHype
CHiLS: Zero-Shot Image Classification with Hierarchical Label SetsCode1
Multipath agents for modular multitask ML systems0
CECT: Controllable Ensemble CNN and Transformer for COVID-19 Image ClassificationCode0
Rethinking Robust Contrastive Learning from the Adversarial PerspectiveCode0
Revisiting Discriminative vs. Generative Classifiers: Theory and ImplicationsCode1
Semantic-Guided Generative Image Augmentation Method with Diffusion Models for Image Classification0
CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasksCode1
Knowledge Distillation in Vision Transformers: A Critical Review0
Cluster-CAM: Cluster-Weighted Visual Interpretation of CNNs' Decision in Image Classification0
Spiking Synaptic Penalty: Appropriate Penalty Term for Energy-Efficient Spiking Neural Networks0
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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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified