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 561570 of 10420 papers

TitleStatusHype
Language-Guided Transformer for Federated Multi-Label ClassificationCode1
Exploiting Label Skews in Federated Learning with Model ConcatenationCode1
QuickQuakeBuildings: Post-earthquake SAR-Optical Dataset for Quick Damaged-building DetectionCode1
Shapley Values-enabled Progressive Pseudo Bag Augmentation for Whole Slide Image ClassificationCode1
Augmentation-Free Dense Contrastive Knowledge Distillation for Efficient Semantic SegmentationCode1
Large Language Models are Good Prompt Learners for Low-Shot Image ClassificationCode1
Graph Convolutions Enrich the Self-Attention in Transformers!Code1
Foundation Model Assisted Weakly Supervised Semantic SegmentationCode1
Diversified in-domain synthesis with efficient fine-tuning for few-shot classificationCode1
Visual Prompting Upgrades Neural Network Sparsification: A Data-Model PerspectiveCode1
Show:102550
← PrevPage 57 of 1042Next →

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