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 501510 of 10419 papers

TitleStatusHype
Deep Learning Based Brain Tumor Segmentation: A SurveyCode1
Deeply Coupled Cross-Modal Prompt LearningCode1
A Fast Knowledge Distillation Framework for Visual RecognitionCode1
Counterfactual Explanations for Medical Image Classification and Regression using Diffusion AutoencoderCode1
Optimized spiking neurons classify images with high accuracy through temporal coding with two spikesCode1
DeepNoise: Signal and Noise Disentanglement based on Classifying Fluorescent Microscopy Images via Deep LearningCode1
Clean-Label Backdoor Attacks on Video Recognition ModelsCode1
Deep Reinforcement Learning for Band Selection in Hyperspectral Image ClassificationCode1
Deep Roto-Translation Scattering for Object ClassificationCode1
Class-Balanced Distillation for Long-Tailed Visual RecognitionCode1
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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