OpenCodePapers

fine-grained-image-classification-on-fgvc

Fine-Grained Image Classification
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PaperCodeAccuracyTop-1 Error RateFLOPSPARAMSTop-1ModelNameReleaseDate
Interweaving Insights: High-Order Feature Interaction for Fine-Grained Visual Recognition✓ Link96.42%I2-HOFI2024-10-20
SR-GNN: Spatial Relation-aware Graph Neural Network for Fine-Grained Image Categorization✓ Link95.49.830.9SR-GNN2022-09-05
Non-binary deep transfer learning for image classification✓ Link95.11Inceptionv42021-07-19
Context-aware Attentional Pooling (CAP) for Fine-grained Visual Classification✓ Link94.9%34.2CAP2021-01-17
Multi-branch and Multi-scale Attention Learning for Fine-Grained Visual Categorization✓ Link94.7%TBMSL-Net2020-03-20
Learn from Each Other to Classify Better: Cross-layer Mutual Attention Learning for Fine-grained Visual Classification✓ Link94.7%CMAL-Net2023-03-22
Context-Semantic Quality Awareness Network for Fine-Grained Visual Categorization94.7%CSQA-Net2024-03-15
Part-guided Relational Transformers for Fine-grained Visual Recognition✓ Link94.6%PART2022-12-28
Alignment Enhancement Network for Fine-grained Visual Categorization94.5%AENet2021-03-01
Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation✓ Link94.5SaSPA + CAL2024-06-20
Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification✓ Link94.2CAL2021-08-19
Universal Fine-grained Visual Categorization by Concept Guided Learning✓ Link94.2%CGL2025-01-06
Fine-Grained Visual Classification with Efficient End-to-end Localization94.1%AttNet & AffNet2020-05-11
Re-rank Coarse Classification with Local Region Enhanced Features for Fine-Grained Image Recognition94.1%CCFR2021-02-19
Learning Class Unique Features in Fine-Grained Visual Classification94.0 %DenseNet161+MM+FRL2020-11-22
Learning Attentive Pairwise Interaction for Fine-Grained Classification✓ Link93.9%API-Net2020-02-24
Weakly Supervised Fine-Grained Image Classification via Guassian Mixture Model Oriented Discriminative Learning93.8%DF-GMM2020-06-01
[]()93.8%CMN
Your "Flamingo" is My "Bird": Fine-Grained, or Not✓ Link93.6%Multi Granularity2020-11-18
Fine-grained Recognition: Accounting for Subtle Differences between Similar Classes93.5%DB2019-12-14
Fine-Grained Visual Classification with Batch Confusion Norm93.5%BCN2019-10-28
ELoPE: Fine-Grained Visual Classification with Efficient Localization, Pooling and Embedding✓ Link93.5%ELoPE2019-11-17
On the Eigenvalues of Global Covariance Pooling for Fine-grained Visual Recognition✓ Link93.5SEB+EfficientNet-B52022-05-26
Grad-CAM guided channel-spatial attention module for fine-grained visual classification93.42%Grad-CAM2021-01-24
Fine-Grained Visual Classification via Progressive Multi-Granularity Training of Jigsaw Patches✓ Link93.4%PMG2020-03-08
Channel Interaction Networks for Fine-Grained Image Categorization93.3%CIN2020-03-11
Dual Cross-Attention Learning for Fine-Grained Visual Categorization and Object Re-Identification93.3%DCAL2022-05-04
Graph-propagation based Correlation Learning for Weakly Supervised Fine-grained Image Classification93.2%GCL2020-02-14
Attribute Mix: Semantic Data Augmentation for Fine Grained Recognition✓ Link93.1%Mix+2020-04-06
Fine-Grained Visual Classification using Self Assessment Classifier✓ Link93.1%ViT-SAC2022-05-21
See Better Before Looking Closer: Weakly Supervised Data Augmentation Network for Fine-Grained Visual Classification✓ Link93.0%WS-DAN2019-01-26
The Devil is in the Channels: Mutual-Channel Loss for Fine-Grained Image Classification✓ Link92.9%MC Loss (B-CNN)2020-02-11
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks✓ Link92.9EfficientNet-B72019-05-28
Penalizing the Hard Example But Not Too Much: A Strong Baseline for Fine-Grained Visual Classification✓ Link92.9%MHEM (strong ResNet50 baseline)2022-11-21
Selective Sparse Sampling for Fine-Grained Image Recognition✓ Link92.8%S3N2019-10-01
Progressive Co-Attention Network for Fine-grained Visual Classification✓ Link92.8%PCA2021-01-21
Cross-X Learning for Fine-Grained Visual Categorization92.7%Cross-X2019-09-10
Look-into-Object: Self-supervised Structure Modeling for Object Recognition✓ Link92.7%LIO/ResNet-50 (multi-stage)2020-03-31
A Simple Episodic Linear Probe Improves Visual Recognition in the Wild✓ Link92.7ELP2022-01-01
AutoAugment: Learning Augmentation Policies from Data✓ Link92.67%7.33AutoAugment2018-05-24
Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network✓ Link92.4Assemble-ResNet-FGVC-502020-01-17
Attention Convolutional Binary Neural Tree for Fine-Grained Visual Categorization✓ Link92.4%ACNet2019-09-25
Learning Semantically Enhanced Feature for Fine-Grained Image Classification✓ Link92.1%SEF2020-06-24
Learning a Discriminative Filter Bank within a CNN for Fine-grained Recognition✓ Link92.0%DFB-CNN2016-11-29
Towards Faster Training of Global Covariance Pooling Networks by Iterative Matrix Square Root Normalization✓ Link91.4%MPN-COV2017-12-04
Learning to Navigate for Fine-grained Classification✓ Link91.4%NTS-Net (K=4)2018-09-02
Neural Architecture Transfer✓ Link90.8%581M5.3MNAT-M42020-05-12
Neural Architecture Transfer✓ Link90.1%388M5.1MNAT-M32020-05-12
Learning Multi-Attention Convolutional Neural Network for Fine-Grained Image Recognition✓ Link89.9MACNN2017-10-01
Neural Architecture Transfer✓ Link89.0%235M3.4MNAT-M22020-05-12
Exploring Localization for Self-supervised Fine-grained Contrastive Learning✓ Link87.27BYOL+CVSA (ResNet-50)2021-06-30
Neural Architecture Transfer✓ Link87.0%175M3.2MNAT-M12020-05-12
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations✓ Link64.1NNCLR2021-04-29
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision✓ Link54.82%SEER (RegNet10B)2022-02-16
Your Diffusion Model is Secretly a Zero-Shot Classifier✓ Link26.4Diffusion Classifier (zero-shot)2023-03-28
Sharpness-Aware Minimization for Efficiently Improving Generalization✓ Link4.82EffNet-L2 (SAM)2020-10-03
Domain Adaptive Transfer Learning on Visual Attention Aware Data Augmentation for Fine-grained Visual Categorization91.5ImageNet + iNat on WS-DAN2020-10-06
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