SOTAVerified

Robot Manipulation

Papers

Showing 226250 of 430 papers

TitleStatusHype
Mastering Robot Manipulation with Multimodal Prompts through Pretraining and Multi-task Fine-tuning0
DINOBot: Robot Manipulation via Retrieval and Alignment with Vision Foundation Models0
Memory-based gaze prediction in deep imitation learning for robot manipulation0
3D Feature Distillation with Object-Centric Priors0
DiMSam: Diffusion Models as Samplers for Task and Motion Planning under Partial Observability0
Modeling Long-horizon Tasks as Sequential Interaction Landscapes0
MoDem-V2: Visuo-Motor World Models for Real-World Robot Manipulation0
MoLe-VLA: Dynamic Layer-skipping Vision Language Action Model via Mixture-of-Layers for Efficient Robot Manipulation0
Demonstrating Multi-Suction Item Picking at Scale via Multi-Modal Learning of Pick Success0
Motion Planner Augmented Reinforcement Learning for Robot Manipulation in Obstructed Environments0
DiffGen: Robot Demonstration Generation via Differentiable Physics Simulation, Differentiable Rendering, and Vision-Language Model0
Dependable Neural Networks for Safety Critical Tasks0
MOTO: Offline Pre-training to Online Fine-tuning for Model-based Robot Learning0
Multi-Agent Reinforcement Learning with Multi-Step Generative Models0
DensePhysNet: Learning Dense Physical Object Representations via Multi-step Dynamic Interactions0
Multimodal Pretrained Models for Verifiable Sequential Decision-Making: Planning, Grounding, and Perception0
Multisensory Learning Framework for Robot Drumming0
Multi-task real-robot data with gaze attention for dual-arm fine manipulation0
Multi-View Matching Network for 6D Pose Estimation0
MVTrans: Multi-View Perception of Transparent Objects0
Naming Objects for Vision-and-Language Manipulation0
NaturalVLM: Leveraging Fine-grained Natural Language for Affordance-Guided Visual Manipulation0
What Matters in Learning from Large-Scale Datasets for Robot Manipulation0
Neural Task Success Classifiers for Robotic Manipulation from Few Real Demonstrations0
Never-Ending Behavior-Cloning Agent for Robotic Manipulation0
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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