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 19611970 of 10420 papers

TitleStatusHype
Focus Longer to See Better:Recursively Refined Attention for Fine-Grained Image ClassificationCode1
Semi-supervised Medical Image Classification with Global Latent MixingCode1
On Intrinsic Dataset Properties for Adversarial Machine LearningCode1
Improved Noisy Student Training for Automatic Speech RecognitionCode1
An Efficient Spiking Neural Network for Recognizing Gestures with a DVS Camera on the Loihi Neuromorphic ProcessorCode1
Semi-supervised Medical Image Classification with Relation-driven Self-ensembling ModelCode1
Neural Architecture TransferCode1
One-Shot Recognition of Manufacturing Defects in Steel SurfacesCode1
A Simple Semi-Supervised Learning Framework for Object DetectionCode1
Noisy Differentiable Architecture SearchCode1
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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
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