SOTAVerified

Robot Manipulation

Papers

Showing 376400 of 430 papers

TitleStatusHype
PixL2R: Guiding Reinforcement Learning Using Natural Language by Mapping Pixels to RewardsCode1
Data-efficient Hindsight Off-policy Option Learning0
se(3)-TrackNet: Data-driven 6D Pose Tracking by Calibrating Image Residuals in Synthetic DomainsCode1
Learning User-Preferred Mappings for Intuitive Robot Control0
Learning from Demonstration with Weakly Supervised Disentanglement0
Modeling Long-horizon Tasks as Sequential Interaction Landscapes0
Balance Between Efficient and Effective Learning: Dense2Sparse Reward Shaping for Robot Manipulation with Environment Uncertainty0
Learning Rope Manipulation Policies Using Dense Object Descriptors Trained on Synthetic Depth Data0
Learning Functionally Decomposed Hierarchies for Continuous Control Tasks with Path Planning0
An Attention Transfer Model for Human-Assisted Failure Avoidance in Robot Manipulations0
Stochastic Finite State Control of POMDPs with LTL Specifications0
Dependable Neural Networks for Safety Critical Tasks0
Learning Structured Representations of Spatial and Interactive Dynamics for Trajectory Prediction in Crowded ScenesCode0
Multi-View Matching Network for 6D Pose Estimation0
Self-Supervised Learning of State Estimation for Manipulating Deformable Linear Objects0
IRIS: Implicit Reinforcement without Interaction at Scale for Learning Control from Offline Robot Manipulation Data0
Scaling Robot Supervision to Hundreds of Hours with RoboTurk: Robotic Manipulation Dataset through Human Reasoning and Dexterity0
H_ Model-free Reinforcement Learning with Robust Stability GuaranteeCode0
Reinforcement Learning for Robotic Manipulation using Simulated Locomotion DemonstrationsCode0
Creativity in Robot Manipulation with Deep Reinforcement Learning0
Imagined Value Gradients: Model-Based Policy Optimization with Transferable Latent Dynamics Models0
Realtime Simulation of Thin-Shell Deformable Materials using CNN-Based Mesh Embedding0
Bridging Visual Perception with Contextual Semantics for Understanding Robot Manipulation Tasks0
Recognizing Object Affordances to Support Scene Reasoning for Manipulation TasksCode0
A Data-Efficient Deep Learning Approach for Deployable Multimodal Social Robots0
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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