SOTAVerified

Robot Manipulation

Papers

Showing 101125 of 430 papers

TitleStatusHype
Distilling Motion Planner Augmented Policies into Visual Control Policies for Robot ManipulationCode1
Sim-to-Real via Sim-to-Seg: End-to-end Off-road Autonomous Driving Without Real DataCode1
Skill-Based Reinforcement Learning with Intrinsic Reward MatchingCode1
TAX-Pose: Task-Specific Cross-Pose Estimation for Robot ManipulationCode1
Generating Annotated Training Data for 6D Object Pose Estimation in Operational Environments with Minimal User InteractionCode1
CALVIN: A Benchmark for Language-Conditioned Policy Learning for Long-Horizon Robot Manipulation TasksCode1
Goal-Conditioned Imitation Learning using Score-based Diffusion PoliciesCode1
PixL2R: Guiding Reinforcement Learning Using Natural Language by Mapping Pixels to RewardsCode1
GAMMA: Generalizable Articulation Modeling and Manipulation for Articulated ObjectsCode1
One-Shot Object Affordance Detection in the WildCode1
Frame Mining: a Free Lunch for Learning Robotic Manipulation from 3D Point CloudsCode1
GUARD: A Safe Reinforcement Learning BenchmarkCode1
Robot Fleet Learning via Policy MergingCode1
From Seeing to Doing: Bridging Reasoning and Decision for Robotic ManipulationCode1
Language Reward Modulation for Pretraining Reinforcement LearningCode1
SimNet: Enabling Robust Unknown Object Manipulation from Pure Synthetic Data via StereoCode1
VIP: Towards Universal Visual Reward and Representation via Value-Implicit Pre-TrainingCode1
MRHER: Model-based Relay Hindsight Experience Replay for Sequential Object Manipulation Tasks with Sparse RewardsCode1
A Mixed Classification-Regression Framework for 3D Pose Estimation from 2D ImagesCode0
Scaling Manipulation Learning with Visual Kinematic Chain PredictionCode0
Ambiguity-Aware Multi-Object Pose Optimization for Visually-Assisted Robot ManipulationCode0
Chain of Thought Imitation with Procedure CloningCode0
RoboTAP: Tracking Arbitrary Points for Few-Shot Visual ImitationCode0
Semantically Grounded Object Matching for Robust Robotic Scene RearrangementCode0
Enhancing Interpretability and Interactivity in Robot Manipulation: A Neurosymbolic ApproachCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DreamVLAavg. sequence length (D to D)4.44Unverified
2VPPavg. sequence length (D to D)4.29Unverified
3RoboVLMsavg. sequence length (D to D)4.25Unverified
4Openhelixavg. sequence length (D to D)4.08Unverified
5UP-VLAavg. sequence length (D to D)4.08Unverified
6GR-MGavg. sequence length (D to D)4.04Unverified
7MoDEavg. sequence length (D to D)4.01Unverified
8RoboUniViewavg. sequence length (D to D)3.86Unverified
9UniVLAavg. sequence length (D to D)3.8Unverified
10RoboDualavg. sequence length (D to D)3.66Unverified
#ModelMetricClaimedVerifiedStatus
1EquActSucc. Rate (18 tasks, 100 demo/task)89.4Unverified
2SAM2ActSucc. Rate (18 tasks, 100 demo/task)86.8Unverified
3ARP+Succ. Rate (18 tasks, 100 demo/task)84.9Unverified
43D-LOTUSSucc. Rate (18 tasks, 100 demo/task)83.1Unverified
5RVT-2Succ. Rate (18 tasks, 100 demo/task)81.4Unverified
63D Diffuser ActorSucc. Rate (18 tasks, 100 demo/task)81.3Unverified
7Mini DiffuserSucc. Rate (18 tasks, 100 demo/task)77.6Unverified
8SAM-ESucc. Rate (18 tasks, 100 demo/task)70.6Unverified
9Auto-λSucc. Rate (10 tasks, 100 demos/task)69.3Unverified
10Act3DSucc. Rate (18 tasks, 100 demo/task)65Unverified
#ModelMetricClaimedVerifiedStatus
1SoFarVisual Matching0.75Unverified
2SpatialVLAVisual Matching0.72Unverified
3Dita-300MVisual Matching0.69Unverified
4RT-2-XVisual Matching0.61Unverified
5RoboVLMVisual Matching0.56Unverified
6RT-1-XVisual Matching0.53Unverified
7TraceVLAVisual Matching0.46Unverified
8OpenVLAVisual Matching0.28Unverified
9Octo-BaseVisual Matching0.17Unverified
#ModelMetricClaimedVerifiedStatus
1SDPSucc. Rate (12 tasks, 100 demo/task)76Unverified
2EquiDiff (Voxel)Succ. Rate (12 tasks, 100 demo/task)63.9Unverified
3EquiDiff (Image)Succ. Rate (12 tasks, 100 demo/task)53.7Unverified
4DP (Evaluated in EquiDiff)Succ. Rate (12 tasks, 100 demo/task)42Unverified
5DP3 (Evaluated in EquiDiff)Succ. Rate (12 tasks, 100 demo/task)23.9Unverified
6BC RNN (Evaluated in EquiDiff)Succ. Rate (12 tasks, 100 demo/task)22.9Unverified
7ACT (Evaluated in EquiDiff)Succ. Rate (12 tasks, 100 demo/task)21.3Unverified
#ModelMetricClaimedVerifiedStatus
1SoFarAverage0.58Unverified
2SpatialVLAAverage0.34Unverified
3Octo-SmallAverage0.3Unverified
4Octo-BaseAverage0.16Unverified
5RoboVLMAverage0.14Unverified
6RT-1-XAverage0.01Unverified
7OpenVLAAverage0.01Unverified