3D on COCO test-dev

Metric: APL (higher is better)

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#	Model↕	APL▼	Augmentations	Paper	Date↕	Code
1	PoseBH-H	86.5	Yes	PoseBH: Prototypical Multi-Dataset Training Beyo...	2025-05-23	Code
2	ViTPose (ViTAE-G, ensemble)	86	No	ViTPose: Simple Vision Transformer Baselines for...	2022-04-26	Code
3	ViTPose (ViTAE-G)	85.9	No	ViTPose: Simple Vision Transformer Baselines for...	2022-04-26	Code
4	CCM+	84.5	No	Towards High Performance Human Keypoint Detection	2020-02-03	Code
5	UDP-Pose-PSA(384x288)	84.3	No	Polarized Self-Attention: Towards High-quality P...	2021-07-02	Code
6	SCIO (HRNet-48)	84.2	No	Self-Constrained Inference Optimization on Struc...	2022-07-06	-
7	HRNet-W48+DARK	83.7	No	Distribution-Aware Coordinate Representation for...	2019-10-14	Code
8	UDP-Pose-PSA(256x192)	83.6	No	Polarized Self-Attention: Towards High-quality P...	2021-07-02	Code
9	HRNet-W48 + extra data	83.1	No	Deep High-Resolution Representation Learning for...	2019-02-25	Code
10	HRNet*	83.1	No	Deep High-Resolution Representation Learning for...	2019-02-25	Code
11	Simple Base+*	82.7	No	Simple Baselines for Human Pose Estimation and T...	2018-04-17	Code
12	OmniPose (WASPv2)	82.6	No	OmniPose: A Multi-Scale Framework for Multi-Pers...	2021-03-18	Code
13	EvoPose2D-L	82.5	No	EvoPose2D: Pushing the Boundaries of 2D Human Po...	2020-11-17	Code
14	HRFormer-B	82.3	No	HRFormer: High-Resolution Transformer for Dense ...	2021-10-18	Code
15	MSPN	81.5	No	Rethinking on Multi-Stage Networks for Human Pos...	2019-01-01	Code
16	MSPN	81.5	No	Rethinking on Multi-Stage Networks for Human Pos...	2019-01-01	Code
17	HRNet	81.5	No	Deep High-Resolution Representation Learning for...	2019-02-25	Code
18	AlphaPose	81.5	No	RMPE: Regional Multi-person Pose Estimation	2016-12-01	Code
19	MIPNet	81.2	No	Multi-Instance Pose Networks: Rethinking Top-Dow...	2021-01-27	Code
20	PoseFix	81.2	No	PoseFix: Model-agnostic General Human Pose Refin...	2018-12-10	Code
21	TransPose-H-A6	81.1	No	TransPose: Keypoint Localization via Transformer	2020-12-28	Code
22	DPIT-L	80.6	No	DPIT: Dual-Pipeline Integrated Transformer for H...	2022-09-02	-
23	Flow-based (ResNet-152)	80	No	Simple Baselines for Human Pose Estimation and T...	2018-04-17	Code
24	Simple Base	80	No	Simple Baselines for Human Pose Estimation and T...	2018-04-17	Code
25	PPE (ResNeXt-101)	79.5	No	Deep Multi-Task Networks For Occluded Pedestrian...	2022-06-15	-
26	S-ViPNAS-HRNetW32	79.5	No	ViPNAS: Efficient Video Pose Estimation via Neur...	2021-05-21	Code
27	TFPose (ND=6 ResNet-50)	78.8	No	TFPose: Direct Human Pose Estimation with Transf...	2021-03-29	-
28	RMPE++	78.6	No	RMPE: Regional Multi-person Pose Estimation	2016-12-01	Code
29	CPN+ [6, 9]	78.1	No	Cascaded Pyramid Network for Multi-Person Pose E...	2017-11-20	Code
30	CPN+	78.1	No	Cascaded Pyramid Network for Multi-Person Pose E...	2017-11-20	Code
31	Focal-Stable-DINO (Focal-Huge, no TTA)	78	No	A Strong and Reproducible Object Detector with O...	2023-04-25	Code
32	EVA	77.9	No	EVA: Exploring the Limits of Masked Visual Repre...	2022-11-14	Code
33	CPN	77.2	No	Cascaded Pyramid Network for Multi-Person Pose E...	2017-11-20	Code
34	CPN	77.2	No	Cascaded Pyramid Network for Multi-Person Pose E...	2017-11-20	Code
35	HigherHRNet (ScaleNet_P4)	77.2	No	ScaleNAS: One-Shot Learning of Scale-Aware Repre...	2020-11-30	-
36	SMPR (HR-Net-32)	77.2	No	SMPR: Single-Stage Multi-Person Pose Regression	2020-06-28	Code
37	Group DETR v2	77.1	No	Group DETR v2: Strong Object Detector with Encod...	2022-11-07	-
38	Relation-DETR (Focal-L)	77	No	Relation DETR: Exploring Explicit Position Relat...	2024-07-16	Code
39	DETA (Swin-L)	76.9	No	NMS Strikes Back	2022-12-12	Code
40	KAPAO-L	76.8	No	Rethinking Keypoint Representations: Modeling Ke...	2021-11-16	Code
41	OpenPifPaf	76.8	No	OpenPifPaf: Composite Fields for Semantic Keypoi...	2021-03-03	Code
42	Plain-DETR (Swin-L)	76.7	No	-	-	Code
43	4xRSN-50 (ensemble)	76.1	No	Learning Delicate Local Representations for Mult...	2020-03-09	Code
44	Dite-HRNet-30	76.1	No	Dite-HRNet: Dynamic Lightweight High-Resolution ...	2022-04-22	Code
45	KAPAO-M	76	No	Rethinking Keypoint Representations: Modeling Ke...	2021-11-16	Code
46	HigherHRNet (HR-Net-48)	75.8	No	HigherHRNet: Scale-Aware Representation Learning...	2019-08-27	Code
47	4xRSN-50	75.5	No	Learning Delicate Local Representations for Mult...	2020-03-09	Code
48	S-ViPNAS-Res50	75.5	No	ViPNAS: Efficient Video Pose Estimation via Neur...	2021-05-21	Code
49	PersonLab	75.5	No	PersonLab: Person Pose Estimation and Instance S...	2018-03-22	Code
50	GLIP (Swin-L, multi-scale)	75	No	Grounded Language-Image Pre-training	2021-12-07	Code
51	Lite-HRNet-30	75	Yes	Lite-HRNet: A Lightweight High-Resolution Network	2021-04-13	Code
52	DyHead (Swin-L, multi scale, self-training)	74.2	No	Dynamic Head: Unifying Object Detection Heads wi...	2021-06-15	Code
53	SPM	73.1	No	Single-Stage Multi-Person Pose Machines	2019-08-24	Code
54	HRNet-W48+UDP	73	No	The Devil is in the Details: Delving into Unbias...	2019-11-18	Code
55	DyHead (Swin-L, multi scale)	72.8	No	Dynamic Head: Unifying Object Detection Heads wi...	2021-06-15	Code
56	AE	72.6	No	Associative Embedding: End-to-End Learning for J...	2016-11-16	Code
57	Lite-HRNet-18	72.2	No	Lite-HRNet: A Lightweight High-Resolution Network	2021-04-13	Code
58	PifPaf (single-scale)	72.1	No	PifPaf: Composite Fields for Human Pose Estimation	2019-03-15	Code
59	KAPAO-S	71.7	No	Rethinking Keypoint Representations: Modeling Ke...	2021-11-16	Code
60	DirectPose (ResNet-101)	71.5	No	DirectPose: Direct End-to-End Multi-Person Pose ...	2019-11-18	Code
61	Mask-RCNN	71.4	No	Mask R-CNN	2017-03-20	Code
62	Mask R-CNN	71.4	No	Mask R-CNN	2017-03-20	Code
63	PyCenterNet (Swin-L, multi-scale)	71.3	No	CenterNet++ for Object Detection	2022-04-18	Code
64	DirectPose (ResNet-101)	71.2	No	DirectPose: Direct End-to-End Multi-Person Pose ...	2019-11-18	Code
65	SOLQ (Swin-L, single scale)	70.6	No	SOLQ: Segmenting Objects by Learning Queries	2021-06-04	Code
66	Simple Pose	70.5	Yes	Simple Pose: Rethinking and Improving a Bottom-u...	2019-11-24	Code
67	Simple Pose	70.5	No	Simple Pose: Rethinking and Improving a Bottom-u...	2019-11-24	Code
68	Identity Mapping Hourglass	70.5	No	Simple Pose: Rethinking and Improving a Bottom-u...	2019-11-24	Code
69	QueryInst (single-scale)	70.3	No	Instances as Queries	2021-05-05	Code
70	G-RMI	70	No	Towards Accurate Multi-person Pose Estimation in...	2017-01-06	-
71	G-RMI	70	No	Towards Accurate Multi-person Pose Estimation in...	2017-01-06	-
72	G-RMI	70	No	Towards Accurate Multi-person Pose Estimation in...	2017-01-06	-
73	Faster R-CNN (ImageNet+300M)	69.8	Yes	Revisiting Unreasonable Effectiveness of Data in...	2017-07-10	Code
74	OpenPose	68.8	Yes	OpenPose: Realtime Multi-Person 2D Pose Estimati...	2018-12-18	Code
75	Hourglass-104	68.8	No	Greedy Offset-Guided Keypoint Grouping for Human...	2021-07-07	Code
76	CenterNet2 (Res2Net-101-DCN-BiFPN, self-training, 1560 single-scale)	68.6	No	Probabilistic two-stage detection	2021-03-12	Code
77	CMU-Pose	68.2	No	Realtime Multi-Person 2D Pose Estimation using P...	2016-11-24	Code
78	CMU Pose	68.2	No	Realtime Multi-Person 2D Pose Estimation using P...	2016-11-24	Code
79	CMU-Pose	68.2	No	Realtime Multi-Person 2D Pose Estimation using P...	2016-11-24	Code
80	DetectoRS (ResNeXt-101-64x4d, multi-scale)	68.1	No	DetectoRS: Detecting Objects with Recursive Feat...	2020-06-03	Code
81	RMPE	67.6	No	RMPE: Regional Multi-person Pose Estimation	2016-12-01	Code
82	RMPE	67.6	No	RMPE: Regional Multi-person Pose Estimation	2016-12-01	Code
83	UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)	67.4	No	USB: Universal-Scale Object Detection Benchmark	2021-03-25	Code
84	PAA (ResNext-152-32x8d + DCN, multi-scale)	66.9	No	Probabilistic Anchor Assignment with IoU Predict...	2020-07-16	Code
85	DetectoRS (ResNeXt-101-32x4d, single-scale)	66.9	No	DetectoRS: Detecting Objects with Recursive Feat...	2020-06-03	Code
86	ResNeSt-200 (multi-scale)	66.8	No	ResNeSt: Split-Attention Networks	2020-04-19	Code
87	Cascade Mask R-CNN (Triple-ResNeXt152, multi-scale)	66.7	No	CBNet: A Novel Composite Backbone Network Archit...	2019-09-09	Code
88	DetectoRS (ResNeXt-101-32x4d, multi-scale)	66.4	No	DetectoRS: Detecting Objects with Recursive Feat...	2020-06-03	Code
89	PP-YOLOE-x(CSPRepResNet-x, 640x640, single-scale )	66.4	No	PP-YOLOE: An evolved version of YOLO	2022-03-30	Code
90	PP-YOLOE-l(CSPRepResNet-l, 640x640, single-scale )	66.1	No	PP-YOLOE: An evolved version of YOLO	2022-03-30	Code
91	YOLOX-X (Modified CSP v5)	66.1	No	YOLOX: Exceeding YOLO Series in 2021	2021-07-18	Code
92	LSNet (Res2Net-101+ DCN, multi-scale)	65.8	No	Location-Sensitive Visual Recognition with Cross...	2021-04-11	Code
93	GFLV2 (Res2Net-101, DCN, multiscale)	65.6	No	Generalized Focal Loss V2: Learning Reliable Loc...	2020-11-25	Code
94	Deformable DETR (ResNeXt-101+DCN)	65.6	No	Deformable DETR: Deformable Transformers for End...	2020-10-08	Code
95	YOLOv4-P6 CSP-P6 (single-scale, 32 fps)	65.5	No	Scaled-YOLOv4: Scaling Cross Stage Partial Network	2020-11-16	Code
96	UniverseNet-20.08d (Res2Net-101, DCN, single-scale)	64.9	No	USB: Universal-Scale Object Detection Benchmark	2021-03-25	Code
97	AC-FPN Cascade R-CNN (X-152-32x8d-FPN-IN5k, multi scale, only CEM)	64.7	No	Attention-guided Context Feature Pyramid Network...	2020-05-23	Code
98	NAS-FPN (AmoebaNet-D, learned aug)	64.5	No	Learning Data Augmentation Strategies for Object...	2019-06-26	Code
99	TSD(SENet154-DCN,multi-scale)	64.2	No	Revisiting the Sibling Head in Object Detector	2020-03-17	Code
100	OTA (ResNeXt-101+DCN, multiscale)	64.1	No	OTA: Optimal Transport Assignment for Object Det...	2021-03-26	Code
101	PP-YOLOE-m(CSPRepResNet-m, 640x640, single-scale )	63.8	No	PP-YOLOE: An evolved version of YOLO	2022-03-30	Code
102	FreeAnchor + SEPC (DCN, ResNext-101-64x4d)	63.7	No	Scale-Equalizing Pyramid Convolution for Object ...	2020-05-06	Code
103	RetinaNet (SpineNet-190, 1280x1280)	63.6	No	SpineNet: Learning Scale-Permuted Backbone for R...	2019-12-10	Code
104	RepPoints v2 (ResNeXt-101, DCN, multi-scale)	63.6	No	RepPoints V2: Verification Meets Regression for ...	2020-07-16	Code
105	GFLV2 (Res2Net-101, DCN)	63.5	No	Generalized Focal Loss V2: Learning Reliable Loc...	2020-11-25	Code
106	DAT-S (RetinaNet)	63.4	No	Vision Transformer with Deformable Attention	2022-01-03	Code
107	aLRP Loss (ResNext-101-64x4d, DCN, multiscale test)	63	No	A Ranking-based, Balanced Loss Function Unifying...	2020-09-28	Code
108	ATSS (ResNetXt-64x4d-101+DCN,multi-scale)	62.4	No	Bridging the Gap Between Anchor-based and Anchor...	2019-12-05	Code
109	CPNDet (Hourglass-104, multi-scale)	62.4	No	Corner Proposal Network for Anchor-free, Two-sta...	2020-07-27	Code
110	RepPoints v2 (ResNeXt-101, DCN)	62.3	No	RepPoints V2: Verification Meets Regression for ...	2020-07-16	Code
111	RetinaNet (SpineNet-143, 1280x1280)	62.1	No	SpineNet: Learning Scale-Permuted Backbone for R...	2019-12-10	Code
112	D2Det (ResNet-101-DCN, multi-scale test)	62.1	No	-	-	Code
113	aLRP Loss (ResNext-101-64x4d, DCN, single scale)	62.1	No	A Ranking-based, Balanced Loss Function Unifying...	2020-09-28	Code
114	RetinaNet (SpineNet-96, 1024x1024)	62	No	SpineNet: Learning Scale-Permuted Backbone for R...	2019-12-10	Code
115	RetinaNet (SpineNet-49, 896x896)	61.7	No	SpineNet: Learning Scale-Permuted Backbone for R...	2019-12-10	Code
116	ISTR (ResNet101-FPN-3x, single-scale)	61.5	No	ISTR: End-to-End Instance Segmentation with Tran...	2021-05-03	Code
117	SAPD (ResNeXt-101, single-scale)	61.5	No	Soft Anchor-Point Object Detection	2019-11-27	Code
118	GFLV2 (ResNeXt-101, 32x4d, DCN)	61.4	No	Generalized Focal Loss V2: Learning Reliable Loc...	2020-11-25	Code
119	Dynamic R-CNN (ResNet-101-DCN, multi-scale)	61.2	No	Dynamic R-CNN: Towards High Quality Object Detec...	2020-04-13	Code
120	UniverseNet-20.08 (Res2Net-50, DCN, single-scale)	61.1	No	USB: Universal-Scale Object Detection Benchmark	2021-03-25	Code
121	RetinaNet (SpineNet-49, 640x640)	61.1	No	SpineNet: Learning Scale-Permuted Backbone for R...	2019-12-10	Code
122	TSD(ResNet-101-Deformable, Image Pyramid)	61	No	Revisiting the Sibling Head in Object Detector	2020-03-17	Code
123	GFLV2 (ResNet-101-DCN)	60.7	No	Generalized Focal Loss V2: Learning Reliable Loc...	2020-11-25	Code
124	MatrixNet Corners (ResNet-152, multi-scale)	60.7	No	Matrix Nets: A New Deep Architecture for Object ...	2019-08-13	Code
125	YOLOF-DC5	60.4	No	You Only Look One-level Feature	2021-03-17	Code
126	TridentNet (ResNet-101-Deformable, Image Pyramid)	60.3	No	Scale-Aware Trident Networks for Object Detection	2019-01-07	Code
127	GFL (X-101-32x4d-DCN, single-scale)	60.2	No	Generalized Focal Loss: Learning Qualified and D...	2020-06-08	Code
128	PANet (ResNeXt-101, multi-scale)	60	No	Path Aggregation Network for Instance Segmentation	2018-03-05	Code
129	ISTR (ResNet50-FPN-3x, single-scale)	59.9	No	ISTR: End-to-End Instance Segmentation with Tran...	2021-05-03	Code
130	HTC (HRNetV2p-W48)	59.8	No	Deep High-Resolution Representation Learning for...	2019-08-20	Code
131	DCNv2 (ResNet-101, multi-scale)	59.5	No	Deformable ConvNets v2: More Deformable, Better ...	2018-11-27	Code
132	aLRP Loss (ResNext-101-64x4d, single scale)	59.1	No	A Ranking-based, Balanced Loss Function Unifying...	2020-09-28	Code
133	CenterNet511 (Hourglass-104, multi-scale)	58.9	No	CenterNet: Keypoint Triplets for Object Detection	2019-04-17	Code
134	Cascade R-CNN-FPN (ResNet-101, map-guided)	58.6	No	InstaBoost: Boosting Instance Segmentation via P...	2019-08-21	Code
135	Mask R-CNN (HRNetV2p-W48 + cascade)	58.3	No	Deep High-Resolution Representation Learning for...	2019-08-20	Code
136	aLRP Loss (ResNext-101, DCN, 500 scale)	58.3	No	A Ranking-based, Balanced Loss Function Unifying...	2020-09-28	Code
137	HoughNet (MS)	58.1	No	HoughNet: Integrating near and long-range eviden...	2020-07-05	Code
138	SNIPER (ResNet-101)	58.1	No	SNIPER: Efficient Multi-Scale Training	2018-05-23	Code
139	RetinaNet (SpineNet-49S, 640x640)	58	No	SpineNet: Learning Scale-Permuted Backbone for R...	2019-12-10	Code
140	CenterNet (HRNetV2-W48)	57.8	No	Deep High-Resolution Representation Learning for...	2019-08-20	Code
141	InterNet (ResNet-101-FPN, multi-scale)	57.7	No	Feature Intertwiner for Object Detection	2019-03-28	Code
142	CenterMask+VoVNetV2-99 (single-scale)	57.6	No	CenterMask : Real-Time Anchor-Free Instance Segm...	2019-11-15	Code
143	ExtremeNet (Hourglass-104, multi-scale)	57.6	No	Bottom-up Object Detection by Grouping Extreme a...	2019-01-23	Code
144	CornerNet-Saccade (Hourglass-104, multi-scale)	57.3	No	CornerNet-Lite: Efficient Keypoint Based Object ...	2019-04-18	Code
145	SpineNet-49 (640, RetinaNet, single-scale)	57.3	No	SpineNet: Learning Scale-Permuted Backbone for R...	2019-12-10	Code
146	RPDet (ResNet-101-DCN, multi-scale)	57.1	No	RepPoints: Point Set Representation for Object D...	2019-04-25	Code
147	D-RFCN + SNIP (DPN-98 with flip, multi-scale)	57.1	No	An Analysis of Scale Invariance in Object Detect...	2017-11-22	-
148	GFLV2 (ResNet-101)	57	No	Generalized Focal Loss V2: Learning Reliable Loc...	2020-11-25	Code
149	PP-YOLOE-s(CSPRepResNet-s, 640x640, single-scale )	56.9	No	PP-YOLOE: An evolved version of YOLO	2022-03-30	Code
150	YOLOv4 (CD53)	56.7	Yes	Scaled-YOLOv4: Scaling Cross Stage Partial Network	2020-11-16	Code
151	CornerNet511 (Hourglass-104, multi-scale)	56.7	No	CornerNet: Detecting Objects as Paired Keypoints	2018-08-03	Code
152	AC-FPN Cascade R-CNN(ResNet-101, single scale)	56.6	No	Attention-guided Context Feature Pyramid Network...	2020-05-23	Code
153	TridentNet (ResNet-101)	56.6	No	Scale-Aware Trident Networks for Object Detection	2019-01-07	Code
154	PPDet (ResNeXt-101-FPN, multiscale)	56.4	No	Reducing Label Noise in Anchor-Free Object Detec...	2020-08-03	Code
155	Faster R-CNN (LIP-ResNet-101-MD w FPN)	56.3	No	LIP: Local Importance-based Pooling	2019-08-12	Code
156	FreeAnchor (ResNeXt-101)	56	No	FreeAnchor: Learning to Match Anchors for Visual...	2019-09-05	Code
157	SNIPER (ResNet-50)	56	No	SNIPER: Efficient Multi-Scale Training	2018-05-23	Code
158	CenterNet-DLA (DLA-34, multi-scale)	56	No	Objects as Points	2019-04-16	Code
159	CenterMask+VoVNet2-57 (single-scale)	55.9	No	CenterMask : Real-Time Anchor-Free Instance Segm...	2019-11-15	Code
160	HSD (Rest101, 768x768, single-scale test)	55.9	No	-	-	Code
161	FCOS (ResNeXt-64x4d-101-FPN 4 + improvements)	55.6	No	FCOS: Fully Convolutional One-Stage Object Detec...	2019-04-02	Code
162	FoveaBox (ResNeXt-101)	55.6	No	FoveaBox: Beyond Anchor-based Object Detector	2019-04-08	Code
163	GHM-C + GHM-R (RetinaNet-FPN-ResNeXt-101)	55.3	No	Gradient Harmonized Single-stage Detector	2018-11-13	Code
164	Grid R-CNN (ResNeXt-101-FPN)	55.2	No	Grid R-CNN	2018-11-29	Code
165	Cascade R-CNN (ResNet-101-FPN+, cascade)	55.2	No	Cascade R-CNN: Delving into High Quality Object ...	2017-12-03	Code
166	Cascade R-CNN	55.2	No	Cascade R-CNN: High Quality Object Detection and...	2019-06-24	Code
167	M2Det (VGG-16, multi-scale)	55.1	No	M2Det: A Single-Shot Object Detector based on Mu...	2018-11-12	Code
168	D-RFCN + SNIP (ResNet-101, multi-scale)	54.9	No	An Analysis of Scale Invariance in Object Detect...	2017-11-22	-
169	RPDet (ResNet-101-DCN)	54.7	No	RepPoints: Point Set Representation for Object D...	2019-04-25	Code
170	HTC (ResNeXt-101-FPN)	54.6	No	Hybrid Task Cascade for Instance Segmentation	2019-01-22	Code
171	FSAF (ResNeXt-101, multi-scale)	54.6	No	Feature Selective Anchor-Free Module for Single-...	2019-03-02	Code
172	Libra R-CNN (ResNeXt-101-FPN)	54.6	No	Libra R-CNN: Towards Balanced Learning for Objec...	2019-04-04	Code
173	M2Det (ResNet-101, multi-scale)	54.3	No	M2Det: A Single-Shot Object Detector based on Mu...	2018-11-12	Code
174	GFLV2 (ResNet-50)	54.1	No	Generalized Focal Loss V2: Learning Reliable Loc...	2020-11-25	Code
175	RefineDet512+ (ResNet-101)	54.1	No	Single-Shot Refinement Neural Network for Object...	2017-11-18	Code
176	RetinaMask (ResNeXt-101-FPN-GN)	53.8	No	RetinaMask: Learning to predict masks improves s...	2019-01-10	Code
177	M2Det (VGG-16, single-scale)	53.8	No	M2Det: A Single-Shot Object Detector based on Mu...	2018-11-12	Code
178	YOLOv3 @800 + ASFF* (Darknet-53)	53.4	Yes	Learning Spatial Fusion for Single-Shot Object D...	2019-11-21	Code
179	M2Det (ResNet-101, single-scale)	53.4	No	M2Det: A Single-Shot Object Detector based on Mu...	2018-11-12	Code
180	YOLOv4-608	53.3	Yes	YOLOv4: Optimal Speed and Accuracy of Object Det...	2020-04-23	Code
181	FCOS (ResNeXt-101-64x4d-FPN)	53.3	No	FCOS: Fully Convolutional One-Stage Object Detec...	2019-04-02	Code
182	ResNet-50-DW-DPN (Deformable Kernels)	53.3	No	Deformable Kernels: Adapting Effective Receptive...	2019-10-07	Code
183	ExtremeNet (Hourglass-104, single-scale)	53.1	No	Bottom-up Object Detection by Grouping Extreme a...	2019-01-23	Code
184	Faster R-CNN (HRNetV2p-W48)	53	No	Deep High-Resolution Representation Learning for...	2019-08-20	Code
185	FCOS (ResNeXt-32x8d-101-FPN)	52.6	No	FCOS: Fully Convolutional One-Stage Object Detec...	2019-04-02	Code
186	Faster R-CNN (Cascade RPN)	52.6	Yes	Cascade RPN: Delving into High-Quality Region Pr...	2019-09-15	Code
187	DeformConv-R-FCN (Aligned-Inception-ResNet)	52.5	No	Deformable Convolutional Networks	2017-03-17	Code
188	Cascade R-CNN (ResNet-50-FPN+, cascade)	52.1	No	Cascade R-CNN: Delving into High Quality Object ...	2017-12-03	Code
189	RPDet (ResNet-101)	51.7	No	RepPoints: Point Set Representation for Object D...	2019-04-25	Code
190	Fast R-CNN (Cascade RPN)	51.6	Yes	Cascade RPN: Delving into High-Quality Region Pr...	2019-09-15	Code
191	RDSNet (ResNet-101, RetinaNet, mask, MBRM)	51.5	No	RDSNet: A New Deep Architecture for Reciprocal O...	2019-12-11	Code
192	RefineDet512 (ResNet-101)	51.4	No	Single-Shot Refinement Neural Network for Object...	2017-11-18	Code
193	FSAF (ResNet-101, single-scale)	51.3	No	Feature Selective Anchor-Free Module for Single-...	2019-03-02	Code
194	RetinaNet (ResNeXt-101-FPN)	51.2	No	Focal Loss for Dense Object Detection	2017-08-07	Code
195	Mask R-CNN (ResNeXt-101-FPN)	51.2	No	Mask R-CNN	2017-03-20	Code
196	Faster R-CNN (ImageNet+300M)	51.2	No	Revisiting Unreasonable Effectiveness of Data in...	2017-07-10	Code
197	FCOS (HRNet-W32-5l)	51	No	FCOS: Fully Convolutional One-Stage Object Detec...	2019-04-02	Code
198	FCOS (HRNetV2p-W48)	51	Yes	Deep High-Resolution Representation Learning for...	2019-08-20	Code
199	RetinaMask (ResNet-50-FPN)	51	No	RetinaMask: Learning to predict masks improves s...	2019-01-10	Code
200	GA-Faster-RCNN	50.7	No	Region Proposal by Guided Anchoring	2019-01-10	Code
201	SaccadeNet (DLA-34-DCN)	50.6	No	SaccadeNet: A Fast and Accurate Object Detector	2020-03-26	Code
202	CornerNet511 (Hourglass-52, single-scale)	50.5	No	CornerNet: Detecting Objects as Paired Keypoints	2018-08-03	Code
203	RetinaNet (ResNet-101-FPN)	50.2	No	Focal Loss for Dense Object Detection	2017-08-07	Code
204	Mask R-CNN (ResNet-101-FPN)	50.2	No	Mask R-CNN	2017-03-20	Code
205	Cascade R-CNN (ResNet-101-FPN+)	49.8	No	Cascade R-CNN: Delving into High Quality Object ...	2017-12-03	Code
206	RefineDet512+ (VGG-16)	48.3	No	Single-Shot Refinement Neural Network for Object...	2017-11-18	Code
207	Cascade R-CNN (ResNet-50-FPN+)	46.4	No	Cascade R-CNN: Delving into High Quality Object ...	2017-12-03	Code
208	Mask R-CNN (ResNet-101-FPN, CBN)	38.5	No	Cross-Iteration Batch Normalization	2020-02-13	Code

#1PoseBH-HSOTA
86.5
APL· Augmentations· 2025-05-23
PoseBH: Prototypical Multi-Dataset Training Beyond Human Pose Estimation Code
#2ViTPose (ViTAE-G, ensemble)SOTA
86
APL· 2022-04-26
ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation Code
#3ViTPose (ViTAE-G)
85.9
APL· 2022-04-26
ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation Code
#4CCM+SOTA
84.5
APL· 2020-02-03
Towards High Performance Human Keypoint Detection Code
#5UDP-Pose-PSA(384x288)
84.3
APL· 2021-07-02
Polarized Self-Attention: Towards High-quality Pixel-wise Regression Code
#6SCIO (HRNet-48)
84.2
APL· 2022-07-06
Self-Constrained Inference Optimization on Structural Groups for Human Pose Estimation
#7HRNet-W48+DARKSOTA
83.7
APL· 2019-10-14
Distribution-Aware Coordinate Representation for Human Pose Estimation Code
#8UDP-Pose-PSA(256x192)
83.6
APL· 2021-07-02
Polarized Self-Attention: Towards High-quality Pixel-wise Regression Code
#9HRNet-W48 + extra dataSOTA
83.1
APL· 2019-02-25
Deep High-Resolution Representation Learning for Human Pose Estimation Code
#10HRNet*
83.1
APL· 2019-02-25
Deep High-Resolution Representation Learning for Human Pose Estimation Code
#11Simple Base+*SOTA
82.7
APL· 2018-04-17
Simple Baselines for Human Pose Estimation and Tracking Code
#12OmniPose (WASPv2)
82.6
APL· 2021-03-18
OmniPose: A Multi-Scale Framework for Multi-Person Pose Estimation Code
#13EvoPose2D-L
82.5
APL· 2020-11-17
EvoPose2D: Pushing the Boundaries of 2D Human Pose Estimation using Accelerated Neuroevolution with Weight Transfer Code
#14HRFormer-B
82.3
APL· 2021-10-18
HRFormer: High-Resolution Transformer for Dense Prediction Code
#15MSPN
81.5
APL· 2019-01-01
Rethinking on Multi-Stage Networks for Human Pose Estimation Code
#16MSPN
81.5
APL· 2019-01-01
Rethinking on Multi-Stage Networks for Human Pose Estimation Code
#17HRNet
81.5
APL· 2019-02-25
Deep High-Resolution Representation Learning for Human Pose Estimation Code
#18AlphaPoseSOTA
81.5
APL· 2016-12-01
RMPE: Regional Multi-person Pose Estimation Code
#19MIPNet
81.2
APL· 2021-01-27
Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation Code
#20PoseFix
81.2
APL· 2018-12-10
PoseFix: Model-agnostic General Human Pose Refinement Network Code
#21TransPose-H-A6
81.1
APL· 2020-12-28
TransPose: Keypoint Localization via Transformer Code
#22DPIT-L
80.6
APL· 2022-09-02
DPIT: Dual-Pipeline Integrated Transformer for Human Pose Estimation
#23Flow-based (ResNet-152)
80
APL· 2018-04-17
Simple Baselines for Human Pose Estimation and Tracking Code
#24Simple Base
80
APL· 2018-04-17
Simple Baselines for Human Pose Estimation and Tracking Code
#25PPE (ResNeXt-101)
79.5
APL· 2022-06-15
Deep Multi-Task Networks For Occluded Pedestrian Pose Estimation
#26S-ViPNAS-HRNetW32
79.5
APL· 2021-05-21
ViPNAS: Efficient Video Pose Estimation via Neural Architecture Search Code
#27TFPose (ND=6 ResNet-50)
78.8
APL· 2021-03-29
TFPose: Direct Human Pose Estimation with Transformers
#28RMPE++
78.6
APL· 2016-12-01
RMPE: Regional Multi-person Pose Estimation Code
#29CPN+ [6, 9]
78.1
APL· 2017-11-20
Cascaded Pyramid Network for Multi-Person Pose Estimation Code
#30CPN+
78.1
APL· 2017-11-20
Cascaded Pyramid Network for Multi-Person Pose Estimation Code
#31Focal-Stable-DINO (Focal-Huge, no TTA)
78
APL· 2023-04-25
A Strong and Reproducible Object Detector with Only Public Datasets Code
#32EVA
77.9
APL· 2022-11-14
EVA: Exploring the Limits of Masked Visual Representation Learning at Scale Code
#33CPN
77.2
APL· 2017-11-20
Cascaded Pyramid Network for Multi-Person Pose Estimation Code
#34CPN
77.2
APL· 2017-11-20
Cascaded Pyramid Network for Multi-Person Pose Estimation Code
#35HigherHRNet (ScaleNet_P4)
77.2
APL· 2020-11-30
ScaleNAS: One-Shot Learning of Scale-Aware Representations for Visual Recognition
#36SMPR (HR-Net-32)
77.2
APL· 2020-06-28
SMPR: Single-Stage Multi-Person Pose Regression Code
#37Group DETR v2
77.1
APL· 2022-11-07
Group DETR v2: Strong Object Detector with Encoder-Decoder Pretraining
#38Relation-DETR (Focal-L)
77
APL· 2024-07-16
Relation DETR: Exploring Explicit Position Relation Prior for Object Detection Code
#39DETA (Swin-L)
76.9
APL· 2022-12-12
NMS Strikes Back Code
#40KAPAO-L
76.8
APL· 2021-11-16
Rethinking Keypoint Representations: Modeling Keypoints and Poses as Objects for Multi-Person Human Pose Estimation Code
#41OpenPifPaf
76.8
APL· 2021-03-03
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association Code
#42Plain-DETR (Swin-L)
76.7
APL
No paperCode
#434xRSN-50 (ensemble)
76.1
APL· 2020-03-09
Learning Delicate Local Representations for Multi-Person Pose Estimation Code
#44Dite-HRNet-30
76.1
APL· 2022-04-22
Dite-HRNet: Dynamic Lightweight High-Resolution Network for Human Pose Estimation Code
#45KAPAO-M
76
APL· 2021-11-16
Rethinking Keypoint Representations: Modeling Keypoints and Poses as Objects for Multi-Person Human Pose Estimation Code
#46HigherHRNet (HR-Net-48)
75.8
APL· 2019-08-27
HigherHRNet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation Code
#474xRSN-50
75.5
APL· 2020-03-09
Learning Delicate Local Representations for Multi-Person Pose Estimation Code
#48S-ViPNAS-Res50
75.5
APL· 2021-05-21
ViPNAS: Efficient Video Pose Estimation via Neural Architecture Search Code
#49PersonLab
75.5
APL· 2018-03-22
PersonLab: Person Pose Estimation and Instance Segmentation with a Bottom-Up, Part-Based, Geometric Embedding Model Code
#50GLIP (Swin-L, multi-scale)
75
APL· 2021-12-07
Grounded Language-Image Pre-training Code
#51Lite-HRNet-30
75
APL· Augmentations· 2021-04-13
Lite-HRNet: A Lightweight High-Resolution Network Code
#52DyHead (Swin-L, multi scale, self-training)
74.2
APL· 2021-06-15
Dynamic Head: Unifying Object Detection Heads with Attentions Code
#53SPM
73.1
APL· 2019-08-24
Single-Stage Multi-Person Pose Machines Code
#54HRNet-W48+UDP
73
APL· 2019-11-18
The Devil is in the Details: Delving into Unbiased Data Processing for Human Pose Estimation Code
#55DyHead (Swin-L, multi scale)
72.8
APL· 2021-06-15
Dynamic Head: Unifying Object Detection Heads with Attentions Code
#56AESOTA
72.6
APL· 2016-11-16
Associative Embedding: End-to-End Learning for Joint Detection and Grouping Code
#57Lite-HRNet-18
72.2
APL· 2021-04-13
Lite-HRNet: A Lightweight High-Resolution Network Code
#58PifPaf (single-scale)
72.1
APL· 2019-03-15
PifPaf: Composite Fields for Human Pose Estimation Code
#59KAPAO-S
71.7
APL· 2021-11-16
Rethinking Keypoint Representations: Modeling Keypoints and Poses as Objects for Multi-Person Human Pose Estimation Code
#60DirectPose (ResNet-101)
71.5
APL· 2019-11-18
DirectPose: Direct End-to-End Multi-Person Pose Estimation Code
#61Mask-RCNN
71.4
APL· 2017-03-20
Mask R-CNN Code
#62Mask R-CNN
71.4
APL· 2017-03-20
Mask R-CNN Code
#63PyCenterNet (Swin-L, multi-scale)
71.3
APL· 2022-04-18
CenterNet++ for Object Detection Code
#64DirectPose (ResNet-101)
71.2
APL· 2019-11-18
DirectPose: Direct End-to-End Multi-Person Pose Estimation Code
#65SOLQ (Swin-L, single scale)
70.6
APL· 2021-06-04
SOLQ: Segmenting Objects by Learning Queries Code
#66Simple Pose
70.5
APL· Augmentations· 2019-11-24
Simple Pose: Rethinking and Improving a Bottom-up Approach for Multi-Person Pose Estimation Code
#67Simple Pose
70.5
APL· 2019-11-24
Simple Pose: Rethinking and Improving a Bottom-up Approach for Multi-Person Pose Estimation Code
#68Identity Mapping Hourglass
70.5
APL· 2019-11-24
Simple Pose: Rethinking and Improving a Bottom-up Approach for Multi-Person Pose Estimation Code
#69QueryInst (single-scale)
70.3
APL· 2021-05-05
Instances as Queries Code
#70G-RMI
70
APL· 2017-01-06
Towards Accurate Multi-person Pose Estimation in the Wild
#71G-RMI
70
APL· 2017-01-06
Towards Accurate Multi-person Pose Estimation in the Wild
#72G-RMI
70
APL· 2017-01-06
Towards Accurate Multi-person Pose Estimation in the Wild
#73Faster R-CNN (ImageNet+300M)
69.8
APL· Augmentations· 2017-07-10
Revisiting Unreasonable Effectiveness of Data in Deep Learning Era Code
#74OpenPose
68.8
APL· Augmentations· 2018-12-18
OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields Code
#75Hourglass-104
68.8
APL· 2021-07-07
Greedy Offset-Guided Keypoint Grouping for Human Pose Estimation Code
#76CenterNet2 (Res2Net-101-DCN-BiFPN, self-training, 1560 single-scale)
68.6
APL· 2021-03-12
Probabilistic two-stage detection Code
#77CMU-Pose
68.2
APL· 2016-11-24
Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields Code
#78CMU Pose
68.2
APL· 2016-11-24
Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields Code
#79CMU-Pose
68.2
APL· 2016-11-24
Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields Code
#80DetectoRS (ResNeXt-101-64x4d, multi-scale)
68.1
APL· 2020-06-03
DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution Code
#81RMPE
67.6
APL· 2016-12-01
RMPE: Regional Multi-person Pose Estimation Code
#82RMPE
67.6
APL· 2016-12-01
RMPE: Regional Multi-person Pose Estimation Code
#83UniverseNet-20.08d (Res2Net-101, DCN, multi-scale)
67.4
APL· 2021-03-25
USB: Universal-Scale Object Detection Benchmark Code
#84PAA (ResNext-152-32x8d + DCN, multi-scale)
66.9
APL· 2020-07-16
Probabilistic Anchor Assignment with IoU Prediction for Object Detection Code
#85DetectoRS (ResNeXt-101-32x4d, single-scale)
66.9
APL· 2020-06-03
DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution Code
#86ResNeSt-200 (multi-scale)
66.8
APL· 2020-04-19
ResNeSt: Split-Attention Networks Code
#87Cascade Mask R-CNN (Triple-ResNeXt152, multi-scale)
66.7
APL· 2019-09-09
CBNet: A Novel Composite Backbone Network Architecture for Object Detection Code
#88DetectoRS (ResNeXt-101-32x4d, multi-scale)
66.4
APL· 2020-06-03
DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution Code
#89PP-YOLOE-x(CSPRepResNet-x, 640x640, single-scale )
66.4
APL· 2022-03-30
PP-YOLOE: An evolved version of YOLO Code
#90PP-YOLOE-l(CSPRepResNet-l, 640x640, single-scale )
66.1
APL· 2022-03-30
PP-YOLOE: An evolved version of YOLO Code
#91YOLOX-X (Modified CSP v5)
66.1
APL· 2021-07-18
YOLOX: Exceeding YOLO Series in 2021 Code
#92LSNet (Res2Net-101+ DCN, multi-scale)
65.8
APL· 2021-04-11
Location-Sensitive Visual Recognition with Cross-IOU Loss Code
#93GFLV2 (Res2Net-101, DCN, multiscale)
65.6
APL· 2020-11-25
Generalized Focal Loss V2: Learning Reliable Localization Quality Estimation for Dense Object Detection Code
#94Deformable DETR (ResNeXt-101+DCN)
65.6
APL· 2020-10-08
Deformable DETR: Deformable Transformers for End-to-End Object Detection Code
#95YOLOv4-P6 CSP-P6 (single-scale, 32 fps)
65.5
APL· 2020-11-16
Scaled-YOLOv4: Scaling Cross Stage Partial Network Code
#96UniverseNet-20.08d (Res2Net-101, DCN, single-scale)
64.9
APL· 2021-03-25
USB: Universal-Scale Object Detection Benchmark Code
#97AC-FPN Cascade R-CNN (X-152-32x8d-FPN-IN5k, multi scale, only CEM)
64.7
APL· 2020-05-23
Attention-guided Context Feature Pyramid Network for Object Detection Code
#98NAS-FPN (AmoebaNet-D, learned aug)
64.5
APL· 2019-06-26
Learning Data Augmentation Strategies for Object Detection Code
#99TSD(SENet154-DCN,multi-scale)
64.2
APL· 2020-03-17
Revisiting the Sibling Head in Object Detector Code
#100OTA (ResNeXt-101+DCN, multiscale)
64.1
APL· 2021-03-26
OTA: Optimal Transport Assignment for Object Detection Code
#101PP-YOLOE-m(CSPRepResNet-m, 640x640, single-scale )
63.8
APL· 2022-03-30
PP-YOLOE: An evolved version of YOLO Code
#102FreeAnchor + SEPC (DCN, ResNext-101-64x4d)
63.7
APL· 2020-05-06
Scale-Equalizing Pyramid Convolution for Object Detection Code
#103RetinaNet (SpineNet-190, 1280x1280)
63.6
APL· 2019-12-10
SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization Code
#104RepPoints v2 (ResNeXt-101, DCN, multi-scale)
63.6
APL· 2020-07-16
RepPoints V2: Verification Meets Regression for Object Detection Code
#105GFLV2 (Res2Net-101, DCN)
63.5
APL· 2020-11-25
Generalized Focal Loss V2: Learning Reliable Localization Quality Estimation for Dense Object Detection Code
#106DAT-S (RetinaNet)
63.4
APL· 2022-01-03
Vision Transformer with Deformable Attention Code
#107aLRP Loss (ResNext-101-64x4d, DCN, multiscale test)
63
APL· 2020-09-28
A Ranking-based, Balanced Loss Function Unifying Classification and Localisation in Object Detection Code
#108ATSS (ResNetXt-64x4d-101+DCN,multi-scale)
62.4
APL· 2019-12-05
Bridging the Gap Between Anchor-based and Anchor-free Detection via Adaptive Training Sample Selection Code
#109CPNDet (Hourglass-104, multi-scale)
62.4
APL· 2020-07-27
Corner Proposal Network for Anchor-free, Two-stage Object Detection Code
#110RepPoints v2 (ResNeXt-101, DCN)
62.3
APL· 2020-07-16
RepPoints V2: Verification Meets Regression for Object Detection Code
#111RetinaNet (SpineNet-143, 1280x1280)
62.1
APL· 2019-12-10
SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization Code
#112D2Det (ResNet-101-DCN, multi-scale test)
62.1
APL
No paperCode
#113aLRP Loss (ResNext-101-64x4d, DCN, single scale)
62.1
APL· 2020-09-28
A Ranking-based, Balanced Loss Function Unifying Classification and Localisation in Object Detection Code
#114RetinaNet (SpineNet-96, 1024x1024)
62
APL· 2019-12-10
SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization Code
#115RetinaNet (SpineNet-49, 896x896)
61.7
APL· 2019-12-10
SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization Code
#116ISTR (ResNet101-FPN-3x, single-scale)
61.5
APL· 2021-05-03
ISTR: End-to-End Instance Segmentation with Transformers Code
#117SAPD (ResNeXt-101, single-scale)
61.5
APL· 2019-11-27
Soft Anchor-Point Object Detection Code
#118GFLV2 (ResNeXt-101, 32x4d, DCN)
61.4
APL· 2020-11-25
Generalized Focal Loss V2: Learning Reliable Localization Quality Estimation for Dense Object Detection Code
#119Dynamic R-CNN (ResNet-101-DCN, multi-scale)
61.2
APL· 2020-04-13
Dynamic R-CNN: Towards High Quality Object Detection via Dynamic Training Code
#120UniverseNet-20.08 (Res2Net-50, DCN, single-scale)
61.1
APL· 2021-03-25
USB: Universal-Scale Object Detection Benchmark Code
#121RetinaNet (SpineNet-49, 640x640)
61.1
APL· 2019-12-10
SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization Code
#122TSD(ResNet-101-Deformable, Image Pyramid)
61
APL· 2020-03-17
Revisiting the Sibling Head in Object Detector Code
#123GFLV2 (ResNet-101-DCN)
60.7
APL· 2020-11-25
Generalized Focal Loss V2: Learning Reliable Localization Quality Estimation for Dense Object Detection Code
#124MatrixNet Corners (ResNet-152, multi-scale)
60.7
APL· 2019-08-13
Matrix Nets: A New Deep Architecture for Object Detection Code
#125YOLOF-DC5
60.4
APL· 2021-03-17
You Only Look One-level Feature Code
#126TridentNet (ResNet-101-Deformable, Image Pyramid)
60.3
APL· 2019-01-07
Scale-Aware Trident Networks for Object Detection Code
#127GFL (X-101-32x4d-DCN, single-scale)
60.2
APL· 2020-06-08
Generalized Focal Loss: Learning Qualified and Distributed Bounding Boxes for Dense Object Detection Code
#128PANet (ResNeXt-101, multi-scale)
60
APL· 2018-03-05
Path Aggregation Network for Instance Segmentation Code
#129ISTR (ResNet50-FPN-3x, single-scale)
59.9
APL· 2021-05-03
ISTR: End-to-End Instance Segmentation with Transformers Code
#130HTC (HRNetV2p-W48)
59.8
APL· 2019-08-20
Deep High-Resolution Representation Learning for Visual Recognition Code
#131DCNv2 (ResNet-101, multi-scale)
59.5
APL· 2018-11-27
Deformable ConvNets v2: More Deformable, Better Results Code
#132aLRP Loss (ResNext-101-64x4d, single scale)
59.1
APL· 2020-09-28
A Ranking-based, Balanced Loss Function Unifying Classification and Localisation in Object Detection Code
#133CenterNet511 (Hourglass-104, multi-scale)
58.9
APL· 2019-04-17
CenterNet: Keypoint Triplets for Object Detection Code
#134Cascade R-CNN-FPN (ResNet-101, map-guided)
58.6
APL· 2019-08-21
InstaBoost: Boosting Instance Segmentation via Probability Map Guided Copy-Pasting Code
#135Mask R-CNN (HRNetV2p-W48 + cascade)
58.3
APL· 2019-08-20
Deep High-Resolution Representation Learning for Visual Recognition Code
#136aLRP Loss (ResNext-101, DCN, 500 scale)
58.3
APL· 2020-09-28
A Ranking-based, Balanced Loss Function Unifying Classification and Localisation in Object Detection Code
#137HoughNet (MS)
58.1
APL· 2020-07-05
HoughNet: Integrating near and long-range evidence for bottom-up object detection Code
#138SNIPER (ResNet-101)
58.1
APL· 2018-05-23
SNIPER: Efficient Multi-Scale Training Code
#139RetinaNet (SpineNet-49S, 640x640)
58
APL· 2019-12-10
SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization Code
#140CenterNet (HRNetV2-W48)
57.8
APL· 2019-08-20
Deep High-Resolution Representation Learning for Visual Recognition Code
#141InterNet (ResNet-101-FPN, multi-scale)
57.7
APL· 2019-03-28
Feature Intertwiner for Object Detection Code
#142CenterMask+VoVNetV2-99 (single-scale)
57.6
APL· 2019-11-15
CenterMask : Real-Time Anchor-Free Instance Segmentation Code
#143ExtremeNet (Hourglass-104, multi-scale)
57.6
APL· 2019-01-23
Bottom-up Object Detection by Grouping Extreme and Center Points Code
#144CornerNet-Saccade (Hourglass-104, multi-scale)
57.3
APL· 2019-04-18
CornerNet-Lite: Efficient Keypoint Based Object Detection Code
#145SpineNet-49 (640, RetinaNet, single-scale)
57.3
APL· 2019-12-10
SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization Code
#146RPDet (ResNet-101-DCN, multi-scale)
57.1
APL· 2019-04-25
RepPoints: Point Set Representation for Object Detection Code
#147D-RFCN + SNIP (DPN-98 with flip, multi-scale)
57.1
APL· 2017-11-22
An Analysis of Scale Invariance in Object Detection - SNIP
#148GFLV2 (ResNet-101)
57
APL· 2020-11-25
Generalized Focal Loss V2: Learning Reliable Localization Quality Estimation for Dense Object Detection Code
#149PP-YOLOE-s(CSPRepResNet-s, 640x640, single-scale )
56.9
APL· 2022-03-30
PP-YOLOE: An evolved version of YOLO Code
#150YOLOv4 (CD53)
56.7
APL· Augmentations· 2020-11-16
Scaled-YOLOv4: Scaling Cross Stage Partial Network Code
#151CornerNet511 (Hourglass-104, multi-scale)
56.7
APL· 2018-08-03
CornerNet: Detecting Objects as Paired Keypoints Code
#152AC-FPN Cascade R-CNN(ResNet-101, single scale)
56.6
APL· 2020-05-23
Attention-guided Context Feature Pyramid Network for Object Detection Code
#153TridentNet (ResNet-101)
56.6
APL· 2019-01-07
Scale-Aware Trident Networks for Object Detection Code
#154PPDet (ResNeXt-101-FPN, multiscale)
56.4
APL· 2020-08-03
Reducing Label Noise in Anchor-Free Object Detection Code
#155Faster R-CNN (LIP-ResNet-101-MD w FPN)
56.3
APL· 2019-08-12
LIP: Local Importance-based Pooling Code
#156FreeAnchor (ResNeXt-101)
56
APL· 2019-09-05
FreeAnchor: Learning to Match Anchors for Visual Object Detection Code
#157SNIPER (ResNet-50)
56
APL· 2018-05-23
SNIPER: Efficient Multi-Scale Training Code
#158CenterNet-DLA (DLA-34, multi-scale)
56
APL· 2019-04-16
Objects as Points Code
#159CenterMask+VoVNet2-57 (single-scale)
55.9
APL· 2019-11-15
CenterMask : Real-Time Anchor-Free Instance Segmentation Code
#160HSD (Rest101, 768x768, single-scale test)
55.9
APL
No paperCode
#161FCOS (ResNeXt-64x4d-101-FPN 4 + improvements)
55.6
APL· 2019-04-02
FCOS: Fully Convolutional One-Stage Object Detection Code
#162FoveaBox (ResNeXt-101)
55.6
APL· 2019-04-08
FoveaBox: Beyond Anchor-based Object Detector Code
#163GHM-C + GHM-R (RetinaNet-FPN-ResNeXt-101)
55.3
APL· 2018-11-13
Gradient Harmonized Single-stage Detector Code
#164Grid R-CNN (ResNeXt-101-FPN)
55.2
APL· 2018-11-29
Grid R-CNN Code
#165Cascade R-CNN (ResNet-101-FPN+, cascade)
55.2
APL· 2017-12-03
Cascade R-CNN: Delving into High Quality Object Detection Code
#166Cascade R-CNN
55.2
APL· 2019-06-24
Cascade R-CNN: High Quality Object Detection and Instance Segmentation Code
#167M2Det (VGG-16, multi-scale)
55.1
APL· 2018-11-12
M2Det: A Single-Shot Object Detector based on Multi-Level Feature Pyramid Network Code
#168D-RFCN + SNIP (ResNet-101, multi-scale)
54.9
APL· 2017-11-22
An Analysis of Scale Invariance in Object Detection - SNIP
#169RPDet (ResNet-101-DCN)
54.7
APL· 2019-04-25
RepPoints: Point Set Representation for Object Detection Code
#170HTC (ResNeXt-101-FPN)
54.6
APL· 2019-01-22
Hybrid Task Cascade for Instance Segmentation Code
#171FSAF (ResNeXt-101, multi-scale)
54.6
APL· 2019-03-02
Feature Selective Anchor-Free Module for Single-Shot Object Detection Code
#172Libra R-CNN (ResNeXt-101-FPN)
54.6
APL· 2019-04-04
Libra R-CNN: Towards Balanced Learning for Object Detection Code
#173M2Det (ResNet-101, multi-scale)
54.3
APL· 2018-11-12
M2Det: A Single-Shot Object Detector based on Multi-Level Feature Pyramid Network Code
#174GFLV2 (ResNet-50)
54.1
APL· 2020-11-25
Generalized Focal Loss V2: Learning Reliable Localization Quality Estimation for Dense Object Detection Code
#175RefineDet512+ (ResNet-101)
54.1
APL· 2017-11-18
Single-Shot Refinement Neural Network for Object Detection Code
#176RetinaMask (ResNeXt-101-FPN-GN)
53.8
APL· 2019-01-10
RetinaMask: Learning to predict masks improves state-of-the-art single-shot detection for free Code
#177M2Det (VGG-16, single-scale)
53.8
APL· 2018-11-12
M2Det: A Single-Shot Object Detector based on Multi-Level Feature Pyramid Network Code
#178YOLOv3 @800 + ASFF* (Darknet-53)
53.4
APL· Augmentations· 2019-11-21
Learning Spatial Fusion for Single-Shot Object Detection Code
#179M2Det (ResNet-101, single-scale)
53.4
APL· 2018-11-12
M2Det: A Single-Shot Object Detector based on Multi-Level Feature Pyramid Network Code
#180YOLOv4-608
53.3
APL· Augmentations· 2020-04-23
YOLOv4: Optimal Speed and Accuracy of Object Detection Code
#181FCOS (ResNeXt-101-64x4d-FPN)
53.3
APL· 2019-04-02
FCOS: Fully Convolutional One-Stage Object Detection Code
#182ResNet-50-DW-DPN (Deformable Kernels)
53.3
APL· 2019-10-07
Deformable Kernels: Adapting Effective Receptive Fields for Object Deformation Code
#183ExtremeNet (Hourglass-104, single-scale)
53.1
APL· 2019-01-23
Bottom-up Object Detection by Grouping Extreme and Center Points Code
#184Faster R-CNN (HRNetV2p-W48)
53
APL· 2019-08-20
Deep High-Resolution Representation Learning for Visual Recognition Code
#185FCOS (ResNeXt-32x8d-101-FPN)
52.6
APL· 2019-04-02
FCOS: Fully Convolutional One-Stage Object Detection Code
#186Faster R-CNN (Cascade RPN)
52.6
APL· Augmentations· 2019-09-15
Cascade RPN: Delving into High-Quality Region Proposal Network with Adaptive Convolution Code
#187DeformConv-R-FCN (Aligned-Inception-ResNet)
52.5
APL· 2017-03-17
Deformable Convolutional Networks Code
#188Cascade R-CNN (ResNet-50-FPN+, cascade)
52.1
APL· 2017-12-03
Cascade R-CNN: Delving into High Quality Object Detection Code
#189RPDet (ResNet-101)
51.7
APL· 2019-04-25
RepPoints: Point Set Representation for Object Detection Code
#190Fast R-CNN (Cascade RPN)
51.6
APL· Augmentations· 2019-09-15
Cascade RPN: Delving into High-Quality Region Proposal Network with Adaptive Convolution Code
#191RDSNet (ResNet-101, RetinaNet, mask, MBRM)
51.5
APL· 2019-12-11
RDSNet: A New Deep Architecture for Reciprocal Object Detection and Instance Segmentation Code
#192RefineDet512 (ResNet-101)
51.4
APL· 2017-11-18
Single-Shot Refinement Neural Network for Object Detection Code
#193FSAF (ResNet-101, single-scale)
51.3
APL· 2019-03-02
Feature Selective Anchor-Free Module for Single-Shot Object Detection Code
#194RetinaNet (ResNeXt-101-FPN)
51.2
APL· 2017-08-07
Focal Loss for Dense Object Detection Code
#195Mask R-CNN (ResNeXt-101-FPN)
51.2
APL· 2017-03-20
Mask R-CNN Code
#196Faster R-CNN (ImageNet+300M)
51.2
APL· 2017-07-10
Revisiting Unreasonable Effectiveness of Data in Deep Learning Era Code
#197FCOS (HRNet-W32-5l)
51
APL· 2019-04-02
FCOS: Fully Convolutional One-Stage Object Detection Code
#198FCOS (HRNetV2p-W48)
51
APL· Augmentations· 2019-08-20
Deep High-Resolution Representation Learning for Visual Recognition Code
#199RetinaMask (ResNet-50-FPN)
51
APL· 2019-01-10
RetinaMask: Learning to predict masks improves state-of-the-art single-shot detection for free Code
#200GA-Faster-RCNN
50.7
APL· 2019-01-10
Region Proposal by Guided Anchoring Code
#201SaccadeNet (DLA-34-DCN)
50.6
APL· 2020-03-26
SaccadeNet: A Fast and Accurate Object Detector Code
#202CornerNet511 (Hourglass-52, single-scale)
50.5
APL· 2018-08-03
CornerNet: Detecting Objects as Paired Keypoints Code
#203RetinaNet (ResNet-101-FPN)
50.2
APL· 2017-08-07
Focal Loss for Dense Object Detection Code
#204Mask R-CNN (ResNet-101-FPN)
50.2
APL· 2017-03-20
Mask R-CNN Code
#205Cascade R-CNN (ResNet-101-FPN+)
49.8
APL· 2017-12-03
Cascade R-CNN: Delving into High Quality Object Detection Code
#206RefineDet512+ (VGG-16)
48.3
APL· 2017-11-18
Single-Shot Refinement Neural Network for Object Detection Code
#207Cascade R-CNN (ResNet-50-FPN+)
46.4
APL· 2017-12-03
Cascade R-CNN: Delving into High Quality Object Detection Code
#208Mask R-CNN (ResNet-101-FPN, CBN)
38.5
APL· 2020-02-13
Cross-Iteration Batch Normalization Code