| MatchAttention: Embedding Explicit Matching Constraints into Attention for Efficient Stereo Matching | ✓ Link | 9.62 | 3.42 | MatchAttention | 2025-10-16 |
| WAFT: Warping-Alone Field Transforms for Optical Flow | ✓ Link | 9.9 | 2.98 | WAFT-Twins-a2 | 2025-06-26 |
| MEMFOF: High-Resolution Training for Memory-Efficient Multi-Frame Optical Flow Estimation | ✓ Link | 9.93 | 2.93 | MEMFOF | 2025-06-29 |
| WAFT: Warping-Alone Field Transforms for Optical Flow | ✓ Link | 10.3 | 3.10 | WAFT-DAv2-a1 | 2025-06-26 |
| WAFT: Warping-Alone Field Transforms for Optical Flow | ✓ Link | 10.9 | 3.28 | WAFT-DAv2-a2 | 2025-06-26 |
| Optical Flow Matching: Reframing Optical Flow as Continuous Transport Dynamics | | 10.9 | 3.32 | OFM | 2026-06-03 |
| DPFlow: Adaptive Optical Flow Estimation with a Dual-Pyramid Framework | ✓ Link | 11.1 | 3.37 | DPFlow | 2025-03-19 |
| FlowSeek: Optical Flow Made Easier with Depth Foundation Models and Motion Bases | | 11.5 | 3.36 | FlowSeek (S) | 2025-09-05 |
| FlowDiffuser: Advancing Optical Flow Estimation with Diffusion Models | ✓ Link | 11.8 | 3.61 | FlowDiffuser | 2024-06-17 |
| PanMatch: Unleashing the Potential of Large Vision Models for Unified Matching Models | | 12.12 | 3.10 | PanMatch + FlowFormer | 2025-07-11 |
| FlowSeek: Optical Flow Made Easier with Depth Foundation Models and Motion Bases | | 12.5 | 3.82 | FlowSeek (L) | 2025-09-05 |
| PanMatch: Unleashing the Potential of Large Vision Models for Unified Matching Models | | 12.58 | 3.76 | PanMatch + RAFT | 2025-07-11 |
| FlowSeek: Optical Flow Made Easier with Depth Foundation Models and Motion Bases | | 12.7 | 3.95 | FlowSeek (T) | 2025-09-05 |
| SEA-RAFT: Simple, Efficient, Accurate RAFT for Optical Flow | ✓ Link | 12.9 | 3.62 | SEA-RAFT(L, C+T zero-shot) (extra data) | 2024-05-23 |
| WAFT: Warping-Alone Field Transforms for Optical Flow | ✓ Link | 12.9 | 3.49 | WAFT-DINOv3-a2 | 2025-06-26 |
| Deep Equilibrium Optical Flow Estimation | ✓ Link | 13.0 | 3.76 | DEQ-Flow | 2022-04-18 |
| Recurrent Partial Kernel Network for Efficient Optical Flow Estimation | ✓ Link | 13.0 | 3.79 | RPKNet | 2024-02-01 |
| FlowSeek: Optical Flow Made Easier with Depth Foundation Models and Motion Bases | | 13.7 | 4.59 | FlowSeek (M) | 2025-09-05 |
| FlowFormer++: Masked Cost Volume Autoencoding for Pretraining Optical Flow Estimation | | 14.13 | 3.93 | FlowFormer++ (C+T, zero-shot, tile) (extra data) | 2023-03-02 |
| FlowFormer: A Transformer Architecture for Optical Flow | ✓ Link | 14.7 | 4.09 | FlowFormer | 2022-03-30 |
| NeuFlow v2: High-Efficiency Optical Flow Estimation on Edge Devices | ✓ Link | 15.3 | 4.33 | NeuFlow v2 (9 iterations, Things-only, zero-shot) (extra data) | 2024-08-19 |
| Global Matching with Overlapping Attention for Optical Flow Estimation | ✓ Link | 15.4 | 4.24 | GMFlowNet | 2022-03-21 |
| SKFlow: Learning Optical Flow with Super Kernels | ✓ Link | 15.5 | 4.27 | SKFlow (C+T) (extra data) | 2022-05-29 |
| Separable Flow: Learning Motion Cost Volumes for Optical Flow Estimation | ✓ Link | 15.9 | 4.60 | SeparableFlow | 2021-01-01 |
| Rethinking RAFT for Efficient Optical Flow | ✓ Link | 16.45 | 4.83 | Ef-RAFT | 2024-01-01 |
| Learning to Estimate Hidden Motions with Global Motion Aggregation | ✓ Link | 17.1 | 4.69 | GMA | 2021-04-06 |
| RAFT: Recurrent All-Pairs Field Transforms for Optical Flow | ✓ Link | 17.4 | 5.04 | RAFT | 2020-03-26 |
| CRAFT: Cross-Attentional Flow Transformer for Robust Optical Flow | ✓ Link | 17.5 | 4.88 | CRAFT | 2022-03-31 |
| RAPIDFlow: Recurrent Adaptable Pyramids with Iterative Decoding for Efficient Optical Flow Estimation | ✓ Link | 17.7 | 5.87 | RAPIDFlow | 2024-05-01 |
| Learning Optical Flow from a Few Matches | ✓ Link | 19.3 | 6.80 | SCV | 2021-04-05 |
| MaskFlownet: Asymmetric Feature Matching with Learnable Occlusion Mask | ✓ Link | 23.1 | | MaskFlowNet | 2020-03-24 |
| Hierarchical Discrete Distribution Decomposition for Match Density Estimation | ✓ Link | 24.0 | 13.17 | HD3 | 2018-12-15 |
| Volumetric Correspondence Networks for Optical Flow | ✓ Link | 25.1 | 8.36 | VCN | 2019-12-01 |
| FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks | ✓ Link | 30.0 | 10.08 | FlowNet2 | 2016-12-06 |
| FastFlowNet: A Lightweight Network for Fast Optical Flow Estimation | ✓ Link | 33.1 | 12.24 | FastFlowNet | 2021-03-08 |
| PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume | ✓ Link | 33.7 | 10.35 | PWC-Net | 2017-09-07 |