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 641650 of 10419 papers

TitleStatusHype
Convolution goes higher-order: a biologically inspired mechanism empowers image classification0
Vision Transformer-based Semantic Communications With Importance-Aware Quantization0
Hyperspectral Image Spectral-Spatial Feature Extraction via Tensor Principal Component Analysis0
Sparse autoencoders reveal selective remapping of visual concepts during adaptationCode1
MTSpark: Enabling Multi-Task Learning with Spiking Neural Networks for Generalist Agents0
Quantized and Interpretable Learning Scheme for Deep Neural Networks in Classification Task0
FedDUAL: A Dual-Strategy with Adaptive Loss and Dynamic Aggregation for Mitigating Data Heterogeneity in Federated LearningCode0
Enhancing Whole Slide Image Classification through Supervised Contrastive Domain Adaptation0
Grounding Descriptions in Images informs Zero-Shot Visual RecognitionCode1
Multisource Collaborative Domain Generalization for Cross-Scene Remote Sensing Image Classification0
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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