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SotA/Methodology/2D Classification/COCO test-dev

2D Classification on COCO test-dev

Metric: AP50 (higher is better)

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#Model↕AP50▼AugmentationsPaperDate↕Code
1Plain-DETR (Swin-L)82.1No--Code
2EVA81.9NoEVA: Exploring the Limits of Masked Visual Repre...2022-11-14Code
3Group DETR v281.8NoGroup DETR v2: Strong Object Detector with Encod...2022-11-07-
4Focal-Stable-DINO (Focal-Huge, no TTA)81.7NoA Strong and Reproducible Object Detector with O...2023-04-25Code
5Relation-DETR (Focal-L)80.8NoRelation DETR: Exploring Explicit Position Relat...2024-07-16Code
6DETA (Swin-L)80.4NoNMS Strikes Back2022-12-12Code
7GLIP (Swin-L, multi-scale)79.5NoGrounded Language-Image Pre-training2021-12-07Code
8PIIP-H6B (DINO)79NoParameter-Inverted Image Pyramid Networks2024-06-06Code
9DyHead (Swin-L, multi scale, self-training)78.5NoDynamic Head: Unifying Object Detection Heads wi...2021-06-15Code
10DyHead (Swin-L, multi scale)77.1NoDynamic Head: Unifying Object Detection Heads wi...2021-06-15Code
11QueryInst (single-scale)75.9NoInstances as Queries2021-05-05Code
12SOLQ (Swin-L, single scale)74.6NoSOLQ: Segmenting Objects by Learning Queries2021-06-04Code
13DetectoRS (ResNeXt-101-64x4d, multi-scale)74.2NoDetectoRS: Detecting Objects with Recursive Feat...2020-06-03Code
14CenterNet2 (Res2Net-101-DCN-BiFPN, self-training, 1560 single-scale)74NoProbabilistic two-stage detection2021-03-12Code
15PyCenterNet (Swin-L, multi-scale)73.7NoCenterNet++ for Object Detection2022-04-18Code
16DetectoRS (ResNeXt-101-32x4d, multi-scale)73.5NoDetectoRS: Detecting Objects with Recursive Feat...2020-06-03Code
17YOLOR-D6 (1280, single-scale, 30 fps)73.3NoYou Only Learn One Representation: Unified Netwo...2021-05-10Code
18YOLOv4-P7 with TTA73.2NoScaled-YOLOv4: Scaling Cross Stage Partial Network2020-11-16Code
19YOLOv4-P6 with TTA72.6NoScaled-YOLOv4: Scaling Cross Stage Partial Network2020-11-16Code
20YOLOv4-P6 CSP-P6 (single-scale, 32 fps)72.3NoScaled-YOLOv4: Scaling Cross Stage Partial Network2020-11-16Code
21DyHead (ResNeXt-64x4d-101-DCN, multi scale)72.1NoDynamic Head: Unifying Object Detection Heads wi...2021-06-15Code
22ResNeSt-200 (multi-scale)72NoResNeSt: Split-Attention Networks2020-04-19Code
23Cascade Mask R-CNN (Triple-ResNeXt152, multi-scale)71.9NoCBNet: A Novel Composite Backbone Network Archit...2019-09-09Code
24Deformable DETR (ResNeXt-101+DCN)71.9NoDeformable DETR: Deformable Transformers for End...2020-10-08Code
25TSD(SENet154-DCN,multi-scale)71.9NoRevisiting the Sibling Head in Object Detector2020-03-17Code
26RetinaNet (SpineNet-190, 1280x1280)71.8NoSpineNet: Learning Scale-Permuted Backbone for R...2019-12-10Code
27UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)71.6NoUSB: Universal-Scale Object Detection Benchmark2021-03-25Code
28PAA (ResNext-152-32x8d + DCN, multi-scale)71.6NoProbabilistic Anchor Assignment with IoU Predict...2020-07-16Code
29DetectoRS (ResNeXt-101-32x4d, single-scale)71.6NoDetectoRS: Detecting Objects with Recursive Feat...2020-06-03Code
30EfficientDet-D7 (1536)71.6YesEfficientDet: Scalable and Efficient Object Dete...2019-11-20Code
31LSNet (Res2Net-101+ DCN, multi-scale)71.1NoLocation-Sensitive Visual Recognition with Cross...2021-04-11Code
32GFLV2 (Res2Net-101, DCN, multiscale)70.9NoGeneralized Focal Loss V2: Learning Reliable Loc...2020-11-25Code
33GCNet (ResNeXt-101 + DCN + cascade + GC r4)70.9NoGlobal Context Networks2020-12-24Code
34AC-FPN Cascade R-CNN (X-152-32x8d-FPN-IN5k, multi scale, only CEM)70.4NoAttention-guided Context Feature Pyramid Network...2020-05-23Code
35RetinaNet (SpineNet-143, 1280x1280)70.4NoSpineNet: Learning Scale-Permuted Backbone for R...2019-12-10Code
36YOLOv4-P5 with TTA70.3NoScaled-YOLOv4: Scaling Cross Stage Partial Network2020-11-16Code
37aLRP Loss (ResNext-101-64x4d, DCN, multiscale test)70.3NoA Ranking-based, Balanced Loss Function Unifying...2020-09-28Code
38RepPoints v2 (ResNeXt-101, DCN, multi-scale)70.1NoRepPoints V2: Verification Meets Regression for ...2020-07-16Code
39UniverseNet-20.08d (Res2Net-101, DCN, single-scale)70NoUSB: Universal-Scale Object Detection Benchmark2021-03-25Code
40PP-YOLOE-x(CSPRepResNet-x, 640x640, single-scale )69.9NoPP-YOLOE: An evolved version of YOLO2022-03-30Code
41FreeAnchor + SEPC (DCN, ResNext-101-64x4d)69.8NoScale-Equalizing Pyramid Convolution for Object ...2020-05-06Code
42TridentNet (ResNet-101-Deformable, Image Pyramid)69.7NoScale-Aware Trident Networks for Object Detection2019-01-07Code
43YOLOX-X (Modified CSP v5)69.6NoYOLOX: Exceeding YOLO Series in 20212021-07-18Code
44TSD(ResNet-101-Deformable, Image Pyramid)69.6NoRevisiting the Sibling Head in Object Detector2020-03-17Code
45DAT-S (RetinaNet)69.6NoVision Transformer with Deformable Attention2022-01-03Code
46D2Det (ResNet-101-DCN, multi-scale test)69.4No--Code
47aLRP Loss (ResNext-101-64x4d, DCN, single scale)69.3NoA Ranking-based, Balanced Loss Function Unifying...2020-09-28Code
48GFLV2 (Res2Net-101, DCN)69NoGeneralized Focal Loss V2: Learning Reliable Loc...2020-11-25Code
49PP-YOLOE-l(CSPRepResNet-l, 640x640, single-scale )68.9NoPP-YOLOE: An evolved version of YOLO2022-03-30Code
50ATSS (ResNetXt-64x4d-101+DCN,multi-scale)68.9NoBridging the Gap Between Anchor-based and Anchor...2019-12-05Code
51RepPoints v2 (ResNeXt-101, DCN)68.9NoRepPoints V2: Verification Meets Regression for ...2020-07-16Code
52OTA (ResNeXt-101+DCN, multiscale)68.6NoOTA: Optimal Transport Assignment for Object Det...2021-03-26Code
53RetinaNet (SpineNet-96, 1024x1024)68.4NoSpineNet: Learning Scale-Permuted Backbone for R...2019-12-10Code
54aLRP Loss (ResNext-101-64x4d, single scale)68.4NoA Ranking-based, Balanced Loss Function Unifying...2020-09-28Code
55Dynamic R-CNN (ResNet-101-DCN, multi-scale)68.3NoDynamic R-CNN: Towards High Quality Object Detec...2020-04-13Code
56DCNv2 (ResNet-101, multi-scale)67.9NoDeformable ConvNets v2: More Deformable, Better ...2018-11-27Code
57GFLV2 (ResNeXt-101, 32x4d, DCN)67.6NoGeneralized Focal Loss V2: Learning Reliable Loc...2020-11-25Code
58GCNet (ResNeXt-101 + DCN + cascade + GC r4)67.6NoGCNet: Non-local Networks Meet Squeeze-Excitatio...2019-04-25Code
59UniverseNet-20.08 (Res2Net-50, DCN, single-scale)67.5NoUSB: Universal-Scale Object Detection Benchmark2021-03-25Code
60InterNet (ResNet-101-FPN, multi-scale)67.5NoFeature Intertwiner for Object Detection2019-03-28Code
61GFL (X-101-32x4d-DCN, single-scale)67.4NoGeneralized Focal Loss: Learning Qualified and D...2020-06-08Code
62SAPD (ResNeXt-101, single-scale)67.4NoSoft Anchor-Point Object Detection2019-11-27Code
63RPDet (ResNet-101-DCN, multi-scale)67.4NoRepPoints: Point Set Representation for Object D...2019-04-25Code
64CPNDet (Hourglass-104, multi-scale)67.3NoCorner Proposal Network for Anchor-free, Two-sta...2020-07-27Code
65D-RFCN + SNIP (DPN-98 with flip, multi-scale)67.3NoAn Analysis of Scale Invariance in Object Detect...2017-11-22-
66PANet (ResNeXt-101, multi-scale)67.2NoPath Aggregation Network for Instance Segmentation2018-03-05Code
67SNIPER (ResNet-101)67NoSNIPER: Efficient Multi-Scale Training2018-05-23Code
68PP-YOLOE-m(CSPRepResNet-m, 640x640, single-scale )66.5NoPP-YOLOE: An evolved version of YOLO2022-03-30Code
69GFLV2 (ResNet-101-DCN)66.5NoGeneralized Focal Loss V2: Learning Reliable Loc...2020-11-25Code
70RetinaNet (SpineNet-49, 896x896)66.3NoSpineNet: Learning Scale-Permuted Backbone for R...2019-12-10Code
71MatrixNet Corners (ResNet-152, multi-scale)66.2NoMatrix Nets: A New Deep Architecture for Object ...2019-08-13Code
72HTC (HRNetV2p-W48)65.9NoDeep High-Resolution Representation Learning for...2019-08-20Code
73DyHead (ResNeXt-64x4d-101)65.7NoDynamic Head: Unifying Object Detection Heads wi...2021-06-15Code
74Faster R-CNN (LIP-ResNet-101-MD w FPN)65.7NoLIP: Local Importance-based Pooling2019-08-12Code
75YOLOv4-60865.7YesYOLOv4: Optimal Speed and Accuracy of Object Det...2020-04-23Code
76D-RFCN + SNIP (ResNet-101, multi-scale)65.5NoAn Analysis of Scale Invariance in Object Detect...2017-11-22-
77FSAF (ResNeXt-101, multi-scale)65.2NoFeature Selective Anchor-Free Module for Single-...2019-03-02Code
78HoughNet (MS)65.1NoHoughNet: Integrating near and long-range eviden...2020-07-05Code
79aLRP Loss (ResNext-101, DCN, 500 scale)65NoA Ranking-based, Balanced Loss Function Unifying...2020-09-28Code
80SNIPER (ResNet-50)65NoSNIPER: Efficient Multi-Scale Training2018-05-23Code
81RPDet (ResNet-101-DCN)65NoRepPoints: Point Set Representation for Object D...2019-04-25Code
82PPDet (ResNeXt-101-FPN, multiscale)64.8NoReducing Label Noise in Anchor-Free Object Detec...2020-08-03Code
83M2Det (VGG-16, multi-scale)64.6NoM2Det: A Single-Shot Object Detector based on Mu...2018-11-12Code
84CenterNet511 (Hourglass-104, multi-scale)64.5NoCenterNet: Keypoint Triplets for Object Detection2019-04-17Code
85CenterMask+VoVNetV2-99 (single-scale)64.5NoCenterMask : Real-Time Anchor-Free Instance Segm...2019-11-15Code
86AC-FPN Cascade R-CNN(ResNet-101, single scale)64.4NoAttention-guided Context Feature Pyramid Network...2020-05-23Code
87M2Det (ResNet-101, multi-scale)64.4NoM2Det: A Single-Shot Object Detector based on Mu...2018-11-12Code
88GFLV2 (ResNet-101)64.3NoGeneralized Focal Loss V2: Learning Reliable Loc...2020-11-25Code
89FreeAnchor (ResNeXt-101)64.3NoFreeAnchor: Learning to Match Anchors for Visual...2019-09-05Code
90Cascade R-CNN-FPN (ResNet-101, map-guided)64.2NoInstaBoost: Boosting Instance Segmentation via P...2019-08-21Code
91YOLOv4 (CD53)64.1YesScaled-YOLOv4: Scaling Cross Stage Partial Network2020-11-16Code
92FCOS (ResNeXt-64x4d-101-FPN 4 + improvements)64.1NoFCOS: Fully Convolutional One-Stage Object Detec...2019-04-02Code
93YOLOv3 @800 + ASFF* (Darknet-53)64.1YesLearning Spatial Fusion for Single-Shot Object D...2019-11-21Code
94Mask R-CNN (HRNetV2p-W48 + cascade)64NoDeep High-Resolution Representation Learning for...2019-08-20Code
95Libra R-CNN (ResNeXt-101-FPN)64NoLibra R-CNN: Towards Balanced Learning for Objec...2019-04-04Code
96HTC (ResNeXt-101-FPN)63.9NoHybrid Task Cascade for Instance Segmentation2019-01-22Code
97RetinaNet (SpineNet-49, 640x640)63.8NoSpineNet: Learning Scale-Permuted Backbone for R...2019-12-10Code
98TridentNet (ResNet-101)63.6NoScale-Aware Trident Networks for Object Detection2019-01-07Code
99Faster R-CNN (HRNetV2p-W48)63.6NoDeep High-Resolution Representation Learning for...2019-08-20Code
100FoveaBox (ResNeXt-101)63.5NoFoveaBox: Beyond Anchor-based Object Detector2019-04-08Code
101CenterMask + X-101-32x8d (single-scale)63.4NoCenterMask : Real-Time Anchor-Free Instance Segm...2019-11-15Code
102CenterMask+VoVNet2-57 (single-scale)63.1NoCenterMask : Real-Time Anchor-Free Instance Segm...2019-11-15Code
103Grid R-CNN (ResNeXt-101-FPN)63NoGrid R-CNN2018-11-29Code
104YOLOF-DC562.9NoYou Only Look One-level Feature2021-03-17Code
105RefineDet512+ (ResNet-101)62.9NoSingle-Shot Refinement Neural Network for Object...2017-11-18Code
106RPDet (ResNet-101)62.9NoRepPoints: Point Set Representation for Object D...2019-04-25Code
107FCOS (ResNeXt-101-64x4d-FPN)62.8NoFCOS: Fully Convolutional One-Stage Object Detec...2019-04-02Code
108GHM-C + GHM-R (RetinaNet-FPN-ResNeXt-101)62.8NoGradient Harmonized Single-stage Detector2018-11-13Code
109RetinaMask (ResNeXt-101-FPN-GN)62.5NoRetinaMask: Learning to predict masks improves s...2019-01-10Code
110GFLV2 (ResNet-50)62.3NoGeneralized Focal Loss V2: Learning Reliable Loc...2020-11-25Code
111SpineNet-49 (640, RetinaNet, single-scale)62.3NoSpineNet: Learning Scale-Permuted Backbone for R...2019-12-10Code
112Mask R-CNN (ResNeXt-101-FPN)62.3NoMask R-CNN2017-03-20Code
113FCOS (ResNeXt-32x8d-101-FPN)62.2NoFCOS: Fully Convolutional One-Stage Object Detec...2019-04-02Code
114Cascade R-CNN (ResNet-101-FPN+, cascade)62.1NoCascade R-CNN: Delving into High Quality Object ...2017-12-03Code
115Cascade R-CNN62.1NoCascade R-CNN: High Quality Object Detection and...2019-06-24Code
116FSAF (ResNet-101, single-scale)61.5NoFeature Selective Anchor-Free Module for Single-...2019-03-02Code
117HSD (Rest101, 768x768, single-scale test)61.2No--Code
118RetinaNet (ResNeXt-101-FPN)61.1NoFocal Loss for Dense Object Detection2017-08-07Code
119Cascade R-CNN (ResNet-101-FPN+)61.1NoCascade R-CNN: Delving into High Quality Object ...2017-12-03Code
120DyHead (ResNet-50)60.7NoDynamic Head: Unifying Object Detection Heads wi...2021-06-15Code
121ExtremeNet (Hourglass-104, multi-scale)60.5NoBottom-up Object Detection by Grouping Extreme a...2019-01-23Code
122PP-YOLOE-s(CSPRepResNet-s, 640x640, single-scale )60.5NoPP-YOLOE: An evolved version of YOLO2022-03-30Code
123RetinaNet (SpineNet-49S, 640x640)60.5NoSpineNet: Learning Scale-Permuted Backbone for R...2019-12-10Code
124Mask R-CNN (ResNet-101-FPN, CBN)60.5NoCross-Iteration Batch Normalization2020-02-13Code
125FCOS (HRNet-W32-5l)60.4NoFCOS: Fully Convolutional One-Stage Object Detec...2019-04-02Code
126TAL + TAP60.3NoTOOD: Task-aligned One-stage Object Detection2021-08-17Code
127Mask R-CNN (ResNet-101-FPN)60.3NoMask R-CNN2017-03-20Code
128RDSNet (ResNet-101, RetinaNet, mask, MBRM)60.1NoRDSNet: A New Deep Architecture for Reciprocal O...2019-12-11Code
129Cascade R-CNN (ResNet-50-FPN+, cascade)59.9NoCascade R-CNN: Delving into High Quality Object ...2017-12-03Code
130M2Det (VGG-16, single-scale)59.7NoM2Det: A Single-Shot Object Detector based on Mu...2018-11-12Code
131Fast R-CNN (Cascade RPN)59.4YesCascade RPN: Delving into High-Quality Region Pr...2019-09-15Code
132M2Det (ResNet-101, single-scale)59.4NoM2Det: A Single-Shot Object Detector based on Mu...2018-11-12Code
133FCOS (HRNetV2p-W48)59.3YesDeep High-Resolution Representation Learning for...2019-08-20Code
134GA-Faster-RCNN59.2NoRegion Proposal by Guided Anchoring2019-01-10Code
135RetinaNet (ResNet-101-FPN)59.1NoFocal Loss for Dense Object Detection2017-08-07Code
136Cascade R-CNN (ResNet-50-FPN+)59NoCascade R-CNN: Delving into High Quality Object ...2017-12-03Code
137Faster R-CNN (Cascade RPN)58.9YesCascade RPN: Delving into High-Quality Region Pr...2019-09-15Code
138RefineDet512+ (VGG-16)58.7NoSingle-Shot Refinement Neural Network for Object...2017-11-18Code
139RetinaMask (ResNet-50-FPN)58.6NoRetinaMask: Learning to predict masks improves s...2019-01-10Code
140DeformConv-R-FCN (Aligned-Inception-ResNet)58NoDeformable Convolutional Networks2017-03-17Code
141Faster R-CNN (ImageNet+300M)58NoRevisiting Unreasonable Effectiveness of Data in...2017-07-10Code
142CornerNet511 (Hourglass-104, multi-scale)57.8NoCornerNet: Detecting Objects as Paired Keypoints2018-08-03Code
143RefineDet512 (ResNet-101)57.5NoSingle-Shot Refinement Neural Network for Object...2017-11-18Code
144SaccadeNet (DLA-34-DCN)55.6NoSaccadeNet: A Fast and Accurate Object Detector2020-03-26Code
145ExtremeNet (Hourglass-104, single-scale)55.5NoBottom-up Object Detection by Grouping Extreme a...2019-01-23Code
146CornerNet511 (Hourglass-52, single-scale)53.7NoCornerNet: Detecting Objects as Paired Keypoints2018-08-03Code
147wetectron(single-model, VGG16)24.8NoInstance-aware, Context-focused, and Memory-effi...2020-04-09Code
148WSGARN+SSD13.6NoWeakly Supervised Object Discovery by Generative...2017-11-22-
149WCCN12.3NoWeakly Supervised Cascaded Convolutional Networks2016-11-24-
150WSDDN11.5NoWeakly Supervised Deep Detection Networks2015-11-09Code